{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Contact-insulating loci"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-08T02:24:36.254021Z",
     "start_time": "2018-05-08T02:24:35.129223Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from matplotlib.gridspec import GridSpec\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import seaborn as sns\n",
    "mpl.style.use('seaborn-white')\n",
    "import multiprocess as mp\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import bioframe\n",
    "import cooltools\n",
    "import cooler\n",
    "import bbi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-08T02:24:36.615959Z",
     "start_time": "2018-05-08T02:24:36.256023Z"
    }
   },
   "outputs": [],
   "source": [
    "mm9 = bioframe.fetch_chromsizes('mm9')\n",
    "chromsizes = bioframe.fetch_chromsizes('mm9')\n",
    "chromosomes = list(chromsizes.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-08T02:24:37.448610Z",
     "start_time": "2018-05-08T02:24:37.424752Z"
    }
   },
   "outputs": [],
   "source": [
    "conditions = ['WT', 'T', 'dN']\n",
    "binsize = 100000\n",
    "\n",
    "cooler_paths = {    \n",
    "    'WT' : f'data/UNTR.{binsize}.cool',\n",
    "    'T'  : f'data/TAM.{binsize}.cool',\n",
    "    'dN' : f'data/NIPBL.{binsize}.cool',\n",
    "}\n",
    "long_names = {\n",
    "    'WT': 'Wildtype',\n",
    "    'T' : 'TAM',\n",
    "    'dN': 'NipblKO',\n",
    "}\n",
    "pal = sns.color_palette('colorblind')\n",
    "colors = {\n",
    "    'WT': pal[0],\n",
    "    'T' : '#333333',\n",
    "    'dN': pal[2],\n",
    "}\n",
    "\n",
    "clrs = {\n",
    "    cond: cooler.Cooler(cooler_paths[cond]) for cond in conditions\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-08T02:25:28.160581Z",
     "start_time": "2018-05-08T02:25:00.762446Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bedGraphToBigWig /tmp/tmp42su03hm.bg /tmp/tmp92cvxkk5.chrom.sizes data/Wildtype.100kb.insul_score_500000.bw\n",
      "bedGraphToBigWig /tmp/tmp_31j5aq1.bg /tmp/tmp9hwerl3g.chrom.sizes data/Wildtype.100kb.insul_pp_500000.bw\n",
      "bedGraphToBigWig /tmp/tmpn9r_qco3.bg /tmp/tmph4y0vmwe.chrom.sizes data/Wildtype.100kb.direc_index_500000.bw\n",
      "bedGraphToBigWig /tmp/tmp82lu15mp.bg /tmp/tmph8h7q9d0.chrom.sizes data/Wildtype.100kb.direc_ratio_500000.bw\n",
      "bedGraphToBigWig /tmp/tmp5smdg3du.bg /tmp/tmp2dohdna7.chrom.sizes data/TAM.100kb.insul_score_500000.bw\n",
      "bedGraphToBigWig /tmp/tmp5wrrnnhk.bg /tmp/tmpcl4me291.chrom.sizes data/TAM.100kb.insul_pp_500000.bw\n",
      "bedGraphToBigWig /tmp/tmpfwt33lb5.bg /tmp/tmplwlvyrpy.chrom.sizes data/TAM.100kb.direc_index_500000.bw\n",
      "bedGraphToBigWig /tmp/tmppgw6jm38.bg /tmp/tmpganyga0r.chrom.sizes data/TAM.100kb.direc_ratio_500000.bw\n",
      "bedGraphToBigWig /tmp/tmpdq9d_neu.bg /tmp/tmp5ztr97ks.chrom.sizes data/NipblKO.100kb.insul_score_500000.bw\n",
      "bedGraphToBigWig /tmp/tmpebp9f5or.bg /tmp/tmpgz97vez6.chrom.sizes data/NipblKO.100kb.insul_pp_500000.bw\n",
      "bedGraphToBigWig /tmp/tmpgsq9xqy4.bg /tmp/tmpg4k8w6ww.chrom.sizes data/NipblKO.100kb.direc_index_500000.bw\n",
      "bedGraphToBigWig /tmp/tmp5gbxsokb.bg /tmp/tmpf00sut9s.chrom.sizes data/NipblKO.100kb.direc_ratio_500000.bw\n"
     ]
    }
   ],
   "source": [
    "from cooltools.insulation import find_insulating_boundaries\n",
    "from cooltools.directionality import directionality\n",
    "\n",
    "window_bp = binsize * 5\n",
    "\n",
    "insul = {}\n",
    "direc = {}\n",
    "\n",
    "for cond in conditions:\n",
    "    # Diamond insulation score\n",
    "    insul[cond] = find_insulating_boundaries(\n",
    "        clrs[cond], \n",
    "        balance='weight',\n",
    "        window_bp=window_bp, \n",
    "        min_dist_bad_bin=2, \n",
    "    )\n",
    "    insul[cond].to_csv(f'data/{long_names[cond]}.{binsize//1000}kb.insul_{window_bp}.tsv', sep='\\t')\n",
    "    bioframe.to_bigwig(insul[cond], mm9, \n",
    "                       f'data/{long_names[cond]}.{binsize//1000}kb.insul_score_{window_bp}.bw', \n",
    "                       f'log2_insulation_score_{window_bp}')\n",
    "    bioframe.to_bigwig(insul[cond], mm9, \n",
    "                       f'data/{long_names[cond]}.{binsize//1000}kb.insul_pp_{window_bp}.bw', \n",
    "                       f'boundary_strength_{window_bp}')\n",
    "    \n",
    "    # Directionality Index\n",
    "    direc[cond] = directionality(\n",
    "        clrs[cond],\n",
    "        window_bp=window_bp,\n",
    "        min_dist_bad_bin=2,\n",
    "    )\n",
    "    direc[cond].to_csv(f'data/{long_names[cond]}.{binsize//1000}kb.direc_{window_bp}.tsv', sep='\\t')\n",
    "    bioframe.to_bigwig(direc[cond], mm9, \n",
    "                       f'data/{long_names[cond]}.{binsize//1000}kb.direc_index_{window_bp}.bw', \n",
    "                       f'directionality_index_{window_bp}')\n",
    "    bioframe.to_bigwig(direc[cond], mm9, \n",
    "                       f'data/{long_names[cond]}.{binsize//1000}kb.direc_ratio_{window_bp}.bw', \n",
    "                       f'directionality_ratio_{window_bp}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-08T02:25:30.952030Z",
     "start_time": "2018-05-08T02:25:30.349550Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7fa89cb1b9b0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa89cefd908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gs = plt.GridSpec(nrows=1, ncols=2)\n",
    "plt.figure(figsize=(8*2, 8))\n",
    "\n",
    "binedges = np.linspace(-2.5, 2.5, 60)\n",
    "plt.subplot(gs[0])\n",
    "for cond in conditions:\n",
    "    x = insul[cond][f'log2_insulation_score_{window_bp}'].values\n",
    "    plt.hist(x[~np.isnan(x)], \n",
    "             bins=binedges, \n",
    "             histtype='step', \n",
    "             lw=2, \n",
    "             label=long_names[cond], \n",
    "             color=colors[cond])\n",
    "plt.axvline(0, c='k', ls='--')\n",
    "plt.legend()\n",
    "plt.title(f'log2(insul) @{binsize//1000}kb ; window={window_bp//1000}kb')\n",
    "\n",
    "plt.subplot(gs[1])\n",
    "binedges = np.linspace(-3, 1, 45)\n",
    "for cond in conditions[::-1]:\n",
    "    x = insul[cond][f'boundary_strength_{window_bp}'].apply(np.log10).values\n",
    "    plt.hist(x[~np.isnan(x)], \n",
    "             bins=binedges, \n",
    "             histtype='step', \n",
    "             lw=2, \n",
    "             label=long_names[cond], \n",
    "             color=colors[cond])\n",
    "plt.axvline(0, c='k', ls='--')\n",
    "plt.legend()\n",
    "plt.title(f'log10(peak prom) @{binsize//1000}kb ; window={window_bp//1000}kb')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-08T02:25:32.374595Z",
     "start_time": "2018-05-08T02:25:31.301309Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6oAAAObCAYAAABaWnwWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XmM5Gd+3/f3r+777Orqu3u6e6aGMzxWPPZMlLUtbRIDjiUhQYLIBwI4h+HASIAkiAMkSBAECGAHcAzbcODEkZ0oMBJbTixLK8mKIlm7XC52yeWSHM7UsLtn+qz7vqt+Vb/80VOPZzg8hrucmSb5eQGLnTq66ldFDp/+Ps/3sBzHQUREREREROSicD3tCxARERERERG5nwJVERERERERuVAUqIqIiIiIiMiFokBVRERERERELhQFqiIiIiIiInKhKFAVERERERGRC8XztC9A5PMql8t9G/jtfD7/V+/dvgLkgf8+n8//pXv3LQInwHeBvwAsAn89n88/+wGv90+Af5DP538ll8v9V8CP8/n8//NkPo2IiMgXSy6X+2vAz967eQ24Awzu3f5aPp8f5HK5fwj8S8BGPp/v3/ezd4EMkM3n89377v+zwK8A/0Y+n/8Hj/sziHyWKVAVeXy+DfxR4K/eu/0ngF8H/jXgL927748C383n838ETOD6KP4o8O6nd6kiIiJyv3w+/xfnf74XeP5yPp//4X33rXAeyL4G/Bngb73vJarALwF/7777/ixQejxXLPL5okBV5PH5NvBf53I5Vz6fn3EeqP4XwN/P5XLb+Xz+APhjwG/cWwD/9ft/+N4C+HeBFeCQ89NWcrncXwBeBv5yLpfzA38d+Eo+n7997/F/eu++XwQc4BnOd3V/B/iL+Xx+ksvlngH+RyANuIG/ls/n/87j+iJEREQ+h/494P8F/gHw3+Zyuf8pn8879z3+vwN/inuBai6X2wQiwK0nfaEin0WqURV5TPL5/HtAHXg+l8slgRznu66/CfzJe0/7Y8BvfMhL/A3gtXw+fx34i8DVe6/7N4AfAv9pPp//Vc6D2T8HkMvldu69zz+59xovAD/HecrSNeDfz+VyHs4X1f88n8+/xHnK0n+Sy+W++il9dBERkc+1e2vpv8t5MPrrQBb4V973tN8AvpTL5Zbv3f7TPHi6KiIfQYGqyOP1beCbwL8K/NN7J6v/BPhWLpfbAsjn8zc/5Gd/jvM6FvL5/B7wex/yvL8J/JlcLuflfHf3f87n89N7j/1KPp/v5vP5EeeL478MXAF2gL+Ty+XeBP4ACAI/85N/TBERkS+UP8l5RtJv3Vtj/z7wH7/vOWPg/wL+7Xu3/y3g/3hiVyjyGafUX5HH69ucn3YOgf/73n2/B/xtzgPRDztNhfO0Xeu+2/YHPSmfz9/O5XJvcb5o/jLw5Q/5GRcw5Xxhbebz+S/NH8jlclmg9QifR0RERODPc77Ju5fL5QB8wHIul7uez+dv3Pe8vwf8rVwu9z3gVj6fr997voh8DJ2oijxe/x/wJc7Ta38b4F5XwDeA/5CPDlR/i/MTUnK53AbwR+57zAa8993+G8BfBr6fz+fP7rv/38zlcv5cLhfgvIHDr3PeeXiYy+X+1L3XXgfeAV76CT+jiIjIF8a9Lv7fBF7M5/Nb9/63Avwh8B/d/9x8Pv99zgPa/457WVIi8mgUqIo8Rvl8fgDcPv9j/v4Ty98ALgO//xE//heAa7lc7ibwvwBv3vfYrwN/5V6bezhPJ47wcMfBPucL59v3/v9/zefzY85PX//cvZPY3wH+y3w+/91P/glFRES+cP488I/y+fz+++7/b4A/lcvlFt53///GeZ+J33oSFyfyeWE5jvPxzxKRCy2Xy32d83TiZ+cdB3O53K8A7+Tz+b/yNK9NREREROSTUo2qyGdcLpf7u5ynIP2Z97XFFxERERH5TNKJqoiIiIiIiFwoqlEVERERERGRC0WBqoiIiIiIiFwoF6ZGNZfL+YFXgALnsx5FRER+Gm5gGfhBPp8fPe2L+SzS2iwiIp+yR16bL0ygyvlC+IdP+yJERORz518EvvO0L+IzSmuziIg8Dh+7Nl+kQLUA8Ku/+qssLS097WsREZHPuGKxyC//8i/DvfVFfiJam0VE5FPzSdbmixSoTgGWlpZYW1t72tciIiKfH0pZ/clpbRYRkcfhY9dmNVMSERERERGRC0WBqoiIiIiIiFwoClRFRERERETkQlGgKiIiIiIiIheKAlURERERERG5UBSoioiIiIiIyIWiQFVEREREREQuFAWqIiIiIiIicqEoUBUREREREZELRYGqiIiIiIiIXCgKVEVERERERORCUaAqIiIiIiIiF4oCVREREREREblQFKiKiIiIiIjIhaJAVURERERERC4UBaoiIiIiIiJyoShQFRERERERkQtFgaqIiIiIiIhcKApURURERERE5EJRoCoiIiIiIiIXigJVERERERERuVAUqIqIiIiIiMiFokBVRERERERELhQFqiIiIiIiInKhKFAVERERERGRC0WBqoiIiIiIiFwoClRFRERERETkQlGgKiIiIiIiIheKAlURERERERG5UBSoioiIiIiIyIXyxAPVXC73lVwu9/tP+n1FRETkg2ltFhGRi8bzJN8sl8v9Z8CfBnpP8n1FRETkg2ltFhGRi+hJn6juA7/0hN9TREREPpzWZhERuXCeaKCaz+f/ITB5ku8pIiIiH05rs4iIXERqpiQiIiIiIiIXigJVERERERERuVAUqIqIiIiIiMiF8kS7/gLk8/m7wFef9PuKiIjIB9PaLCIiF41OVEVERERERORCUaAqIiIiIiIiF4oCVREREREREblQFKiKiIiIiIjIhaJAVURERERERC4UBaoiIiIiIiJyoShQFRERERERkQtFgaqIiIiIiIhcKApURURERERE5EJRoCoiIiIiIiIXigJVERERERERuVAUqIqIiIiIiMiFokBVRERERERELhQFqiIiIiIiInKhKFAVERERERGRC0WBqoiIiIiIiFwoClRFRERERETkQlGgKiIiIiIiIheKAlURERERERG5UBSoioiIiIiIyIWiQFVEREREREQuFAWqIiIiIiIicqEoUBUREREREZELRYGqiIiIiIiIXCgKVB8j27bp9XrMZrOnfSkiIiIiIiKfGQpUHxPHcahWq4xGIxqNxtO+HBERERERkc8MBaqPieM4OI6Dy+XCcZynfTkiIiIiIiKfGQpUHxOXy0UqlcLtdpNMJj/yuUoNFhER+fywbZvRaPS0L0NE5DPN87Qv4PPM7/fj9/s/8jn1ep3RaEQoFCIejz+hKxMREZFPotfrMRqNiEajeL3eD33edDqlWq3icrkIBALEYrEneJUiIp8fOlF9ihzHYTgcEo1GOTs7o9VqPfLPDodDarUag8HgQ5/TbrdpNps6sRUREfkJ2LZNt9tlNBrR6XTweDy02+2P/JnZbIZlWfh8PqbT6RO6UhGRzx8Fqk+RZVlEIhFOT09JJBKMRqNHThVqtVoEAgEajcYDNbDD4ZBKpUK5XGY0GuE4Dp1O5wNfYzwe02w2lZ4kIiLyAarVKpPJxDRFHA6HeDznyWjzzWbbth/4Ga/Xi8fjoVgsmnUYYDQa0e12P3TzeDqdPvRaIiJfZApUn7JYLMba2hqWZTGbzcwC+HE8Hg+3b9/m7OyMXq9n7u90OoTDYUajEePx2CyKw+GQarVKt9s1z63X67jdbur1+gOvPZvNdAorIiLC+aayy+VicXGRRCJhynTa7TadTscEs61Wy6zHlmWxvr6Oy+ViPB4znU5pNBpmg/j9bNumUqlQrVY/MlNKROSLRDWqF0A4HMbv9+NyuXC5Hm3vYP68VCpFtVrFcRyCwSB+v592u00gECAQCNBsNhmPx3Q6HSKRCPv7+6ysrLCwsIDb7TY7vJVKBb/fT7PZpN/vEwwGyWazTCYTbNsmEAgwm80YDAYEAgEikcjj/EpERESeunQ6zXA4JJVK4XK58Pl85rHpdIrX62U6ndJut3G5XPR6PTweD+FwmEajgcfjwefzPbD5a1nWQ+8zmUzweDx4PB7G4zHBYPCBx3q9Hn6//4H7RUQ+7xSoXhCPepI653a7SSQSdLtds1DWajWy2SzhcBiXy2UCzvnzS6US8Xgcx3Fot9umfiYcDhMMBjk9PSUej1MsFplOpyZ4jUajFItFZrMZPp+PSCSCz+djNBrh9XoJBAKP4ysRERF5qrxe74c2TorH43S7XWKxGNPplOFwyGw2w+124/F4WFpaAs5PXvv9Pj6fD5/PRygUeui1AoGAKf+ZbwzPN6SbzabZSPb7/YzHYyaTiVnrRUQ+rxSofkZFo1EsyyKbzdLpdHAcx+zSut1uAEKhkGnkkE6nicVidDodbNtmNpth2zbtdpvZbIbjOCQSCSaTiQleR6MRkUiEXq9Hp9PB5/NRrVa5fPkyrVaL8XiM4zhks9mP7IAoIiLyeeN2ux/o1u/1ek2QOuc4Dt1ul3Q6TaPRIJVKfeBrWZZFNBql1WpRrVbxeDzs7u7idrtxu92Mx2PG4zHD4dBsNLfbbRKJBHCeOtxqtfB6veoyLCKfGwpUP6PmixqAz+cz3YPf/5z7F6xoNEo0GsW2barVKv1+n0gkwtnZGZPJhN3dXUKhEG63m2azydLSEj6fj2AwyHg8JhQKEQqFyGQyHB8fY9u2aebk9/vJZDImWLZtG7fb/YEpTk9bu91mMBgQjUY/cGdbRETkk/qg7CLLsggGg9RqtUcqmZlvEE8mE5MCnEwmOT09xePxUK/XmUwmtNttQqEQkUiE2WxmsqtqtRq1Ws1kU0WjUbPxPJ1OCQaDn3hddhyH0WiEz+fTCa6IPFEKVD8HPB7PJ6oZ9Xg8pFIpAoEA1WoVt9tNNBrl3XffZXV1Fa/Xy8bGBqPRiFQqRalUIpPJ8N5773Hp0iWq1Sq3bt1iMpngOA6Li4u43W4mk4nZ5e12u3g8HjKZDI7jmNE78Xj8Axe68XjMaDQiGAx+4jToT2I2m9Hr9Ugmk7RaLQWqIiLyWCWTSRKJxMcGiG63m5WVFcrlMtFo1Mxhn6cOz5s61Wo1kyrc7XZJJpPA+Tr69ttvk0wmaTQafOtb36LVauHz+Uy97HzT2e1202g0TO2sbdvEYrEP/F2iXq+bJovZbPZT/nZERD6cAtUvqPtrZUajEWdnZ2xtbT3QGCKZTNLtdqnX6xwcHJBOp7lx4wa2bZvd3vF4zI0bN1hfXyedTtNutzk5OTHpwlevXjULqs/nM6e493Mcx+wANxoNEokEs9nMLNKfpnkzjEajQTgc/tRfX0RE5P0e9RQzEok8tEZOJhMWFxcplUq4XC42Nze5ffu2yaKyLAu/32/qZOebvYVCwaQGDwYDbNvm5OQEn89HNBo1gWm5XCYUCnF4eEgulzM/3+/3abfbtFotVlZW6Ha7D5QZiYg8bgpUv+B8Ph/Xrl1jMBiYYebBYJDhcGhmsC4tLdFsNnG73QQCAYbDId///vdJJpNks1lWVlaYTCbcvHmTer1uTizr9TonJydmppxt2+zs7JguxeFwGJ/PZ1KEe72eaePvcrkIh8OPJZhMp9MPNKoQERG5qOLxOJ1Oh7W1NVwuF+12m7W1NYLBIN1u14y3mwea5XKZ69evm83farVKp9PB6/XS7XbZ3d3lxo0bbGxsUCqVsCyLSqVCKBSiWq2SzWaxLItOp0MsFjO1sclkUkGqiDxRClQFy7JM/anjOBSLRRKJhKmB6XQ6LC4umj/fvn2bF154Ab/fb2pYvV4vP/rRj4jFYrRaLdPEaV7b4vV6zWIYj8fNXNdoNMrS0pKp4bFt27T2n7/G/HUcx/nUgksFqSIi8lng9XofaMI0rz8dj8dkMhkGg4Ep4wG4evUqtm1z9+5dSqUSPp+PVCpFKBQiGo1Sr9eJRCJks1n29/cZj8fYtk2322VlZYVer4fL5aLb7VIsFs1IOwWpIvKkKVCVB1iWhdfrpdlsEgqFiMfjxGIxs2M7b7f/xhtvYFkWu7u7XLp0iWazyeLiIkdHR7hcLpaXl7Esy6QNhUIhNjc3TeOnUqkEQD6fZ3Nz08yqmwen99fK9Pt9Tk5O8Pv9LCwsKGVXRES+8O6f6TqfxR6JREgmk1QqFTqdDqVSiWQyyXQ6JRqN8qUvfQnHcej3+zSbTTPjtd1uMxqNyOfzJv03mUwSjUaJRCL0+328Xu8D7yki8rgpUJWHLCwsMJ1Oze4sQKVSwbZtIpEIu7u7pk4llUqZWapra2vA+VicZrNJv9/HcRwajQbNZhOAL33pSyQSCYbDIf/sn/0zkx68sbHBpUuXcByHSqViTmqHwyEHBwcEg0Fmsxmj0UiBqoiIyD3hcBjLsojH4+a0tVqtkkqlsCwLy7JIp9N0Oh0ODw9xuVw4jsN4PObo6IhGo2E6+rtcLlqtFh6Ph16vZxow2bZNsVhkbW2N1dVVLMvCcRyGw6Fp8qQgVkQ+bQpU5QPdH6ROp1Om0ynxeJxer0c4HCYWixEMBrFt2+zODgYDMpkM4/HYpAnduXMHy7Iol8uEw2Fef/11crkctVoNr9dLpVLBcRyi0SipVMqMuZnXutq2DUCr1SIWi+F2uxkMBmYxFhER+SKzLOuhDdz19XXC4TChUMjMTI/FYoxGI6LRKMPh0Iy/qdfrjMdjCoUCsViMQCBAOBymWCwymUy4c+eOWZ+LxSLD4dAEwfO044WFBRKJxGPppD8ajej1eoRCoQ8cASQin18KVOVjeTwe/H6/WYxcLhepVIrRaGTubzab5qR0c3OTdrv9QGfgcrlMs9mkWCwSCARIJpPYtm06D85b6M93byeTCcFgkIODA7a3twkEAuZ54/EYt9ttUpM/buGan8TOGzeJiIh8nrndbjKZjGlk2Gw2abfbppzH4/HQbrfNZrFt2ySTSfr9Pi6Xi7OzMwaDAf1+n3Q6zdnZGZFIhEQigd/v5+zszPSOqNfrZkb7o7JtG5fL9Uj9IhqNBtFolEajwfLy8k/ztYjIZ4wCVXnAfOcyEAg8sDM6nU4JhUJ0u11CoRB+vx/HcWi328xmM4bDIcPh0OyohsNhWq0WLpeLeDxuRuCk02m8Xi+JRIKXXnqJXC7H0dER0+mUg4MDOp0OKysrhMNh8vk8gUCAbrfL0tISnU6Hu3fvkkqlGA6H5HI52u02gUAA27ZN92CAZrPJcDhkNpuZxhGhUIjFxcUHPu9sNmMwGOD3+x/r/FYREZGf1Gw2M2m8n4TH46FYLBIOh+l0Oti2bU5fd3d3GY1GFItFLMui2+0Si8Wo1WqmO//BwQHNZpO1tTVyuRydToeTkxOGwyGLi4u8+uqrLC4uUq1W2djY+NjrmY+8mXfez2QyH7uB7PV6TRqyiHyx6G+9PGDe+KjVahEIBMxu53xx63a75rnzGhW3283W1pbp/us4DoeHh5TLZQaDAYuLi2SzWdLpNL1ej+3tbRKJBLZtc3h4yMrKCrdv36ZWq7G0tMSNGzeIRqNUq1Xq9TrPP/887XabcrlsuhHeuXOHwWDAlStXODo6otPpmA6IiUSCfr9PKpXi1q1bBINB+v3+B5681ut1LMui2WyysrLyyL8EOI5jZspFo1F1QxQRkcdiMBjQbDZxuVwsLCx8osygaDTKwsKCaWAYiURoNpuUy2UqlQqJRIKvf/3rFItFfD4fvV6PUqnE2dkZ7Xab9fV1lpeXCYVCnJ6eks1mCYVC3Lx5k9PTUwD29vaYTqckk0nW19fNDPT7Z67ON7bnwbJlWQQCAcbjMV6v9yNPV1OpFOPxWDWwIl9AClTlAV6vl36//8DpJJwvFPPgb87v95NIJJjNZg/UjB4eHnJ4eMjZ2RmAmdtWqVTIZDIsLS2Z+tT9/X3K5bLpVFgulxmNRng8Hm7dukUqleL09JTZbGYGmr/99tusrKxQLBaZzWamk/DR0RFbW1uEw2EWFhY4Pj5mNBqZ1Kb19XXgfHj62dkZbrfbpD8NBgNisZgZoP5xBoMBo9HIzH99/4B2ERGRT8O8ieBoNGIymXziEpZMJkM8HqdYLJq5q36/n+XlZdrtNpFIhK2tLSzLYjQacXJywsrKCo1GA8uyyOfzRKNRNjc3CQQCeL1eU36zv79vfm8ol8vmdW/dusVsNiMSiZjAdd5YMZvN0uv1zBzYYDBoUpVHoxHj8ZhwOGxOUOfXKyJfPApU5QGJRILJZILH43kgUPX5fB+4m/lBi8d0OiUSiXBwcMDy8jIbGxuMx2OuXbuGbdvYto3X66VWq/Hcc8/x6quvsra2Zl4/n8/T7/dZWloiFArh8XhwHIfT01M8Hg/pdJp6vc7p6SnT6ZR2u43P52M6nXJ8fMzOzg77+/vkcjl++MMfkk6nSafTpn6mXC4znU7p9XrE43HG47Gpr33UQNXtdptROo+jeYSIiAicd/VtNpu43e6fOGDz+Xwkk0kzo7zX6zGbzcjlcgSDQXw+H6enpwSDQa5fv84777zDxsYGwWCQcDjMu+++a+arP/PMM1iWhW3bbG5ukslkKBaLtFot0wn46OiI8XhMu93m5Zdf5tatW0SjUW7fvk0oFOLSpUsEg0FKpRJra2u43W5GoxGtVotgMEij0TBrfyKR0OxzkS8oBaryAMuy8Pl8pknCT5LSurq6Sr/f5xd/8RfNbuu8nf28O3AwGCSVSnF4eMju7q6pRfV4PLhcLpaWlvB4PPh8PrLZLIlEgjfffJPxeGx2eUulEl6vl3g8TiqVYjabMZ1OqVarhEIhjo6OqFarnJ2dEQ6Hcblc1Ot106Vw/hnnI3H8fj+BQIBoNMp4PGY6nRIIBD7wO/D7/SSTSRzH0U6viIg8Nl6vl0wm81O/jtvtNp36t7e3TfmK3+/n5OSEYrFIPB5nc3OTK1euUCwW+d73vke5XCYej1Mul9nd3TUjaYrFIo7jkEwmcbvdJoV3PvsczjeGG40Gm5ub7O3tUavVOD4+pt/vU6vV+Jmf+Rna7baZIjDfKB+PxyYduNfrPfImsoh8vihQlYfcXw8zn6v2SQQCARYWFqhWq1y7do319XVz4tnr9ZhMJtRqNVKpFAsLC6YjL0ChUCCZTDIej/nKV75Cr9cjkUhw+/ZtTk9PuXLlCvv7+8TjceC8McNkMsHn85nUqHndrMvlIhaL0e126ff7/OAHP+DatWuMx2MqlQqrq6u89dZbJBIJ4vE4i4uL1Ot1Op0OxWKRVCpFKpUiFot94OdUvYyIiHxWhEIhU9YzXzPhvFFTv98nmUxSq9VYX1+n0Whw8+ZNVlZWaLVaLC4uEo/H2d7eZjabmcynS5cuMRqN8Hq9vP3222aea6/Xo9VqmVKiw8NDAHq9Hr1ej36/T7/ff2Bmq8/nw+v14vP5TJff+XWLyBeTAlV5yDwFdjAYMJlMPvLEcDKZ0G638Xg8uN1uxuMx0WjU7Nh2Oh0T0M3TlprNJqlUygTDx8fH1Go1AC5duoTb7SaVSjGdTllaWjKvv76+TrlcBuD09JThcGhOYm/fvo1t23S7XdLpNLlcjp/7uZ/D4/Hw3nvvmQYUb731Fh6Ph2AwyJtvvslzzz1nguh2u02/3yccDjMcDun3+6o9FRGRz7zZbEaj0WA2m5FMJoHzBkfNZtOU6/T7fTY3N3EcB5/PRzwep1KpcPnyZXK5HNPplNFoxHQ6ZTgcEo/HOTo6Ym1tjVarRa1WYzAYsL+/TzabpdvtmkkBs9mMtbU1+v0+tm0zGAzMjPYf/OAHzGYzEokEV65coVqtsri4SCKRwOPx4PV6mU6n1Ot1HMchlUqZ+tXpdIrL5VJDQ5HPKQWq8pB5Pcw89fajdLtdvF4vnU6H6XRKIpGg0+ng9/tpt9sP7YRmMhnC4bDpInxwcGDqYgaDAWdnZ6ytreFyufD7/cxmM05OTrhx4wZ+v5+1tTVqtRrJZBLLsvB4PJRKJTweD5VKhZWVFbxeL+12m7fffpulpSWy2SyTyYThcEgmk2Fvb4/V1VW2traYTCZEIhHi8TiZTIZ8Pk+9XqdcLmNZFslkkul0+kjNK+ZpxPefQA8GA9MsQkGviIg8DfNsI7/fb/ozzLvlBwIBAoEA8XjcdOQfDAYmIHS5XKZxYa1Wo16v02w28Xq9PP/887RaLbPR2+l0CIfDvPPOO6bTf6vV4vr162aG+nzEXa1WI5/Pm7rZfr/P/v6+2ai2bRufz0cmk2EwGJjeGYPBgGg0agJhy7J+ouwvEbn4FKjKQ3w+30PzRj/quZ1OB8uycLvd5pQzFouZOWnw4DiX+eITiURYXFxkeXmZSqViaj7nY3A2Nze5c+cOt2/fNt0O57u/tVrNnPbats3a2hpwXmPbaDRMV8HvfOc7pFIpotEopVIJl8tFIBCgWq1y/fp1EokEsViM6XRqFliv18vp6alpoz8cDk2K1IeZ17lOp1NisZh5frvdJhaL0Ww2CYfD2vUVEZEnzufz0Wq1mEwmJJNJhsMhnU6Her1OMBg0s8Q7nQ6xWIxMJmNOQ6PRKMPhkG63SyQS4Z133jGTAKbTKcvLywQCAS5dusRbb71Fp9MhnU5z48YNE+zOM6gWFxc5Pj7mvffeo9/vk8/nSSaTXL58mWAwyHA4ZH9/H5/PxzPPPMPCwgLpdNpkT8H5FIJ6vU6pVCKTyZiTWQWqIp8/ClTlpxIOh/H7/bhcLhzHYTqdmlPY+aIxH/Dt8/moVCpmkRmPxwyHQ7LZLNFo1DROOjw8NIvgfOf39PSUSCRCOBwmm83i9/tpNBpmlqplWWxtbbG2tsatW7fw+/3cvn2b9fV1Op0Ot2/f5pVXXuHb3/42sViMhYUF9vb2yGQyTCYTwuEw1WqVo6Mj6vU6ly5d4uTkBMuyeO6557hz5w6WZbGzs/PQPFbHcej1eti2TTwefyCw9fv9tFotM1+23++bOhwREZHHZTKZcHh4yGw2Y3Nzk2w2a7J+5kHofP2ezzadK5fLFItFU3rz9a9/ncPDQ8bjMTs7O9y9e5ednR1msxndbhfbtgkGg/z8z/88h4eHvP3221y7do27d++Sy+Xodrusr6+TTCbpdDoUCgXa7TbLy8vm/mw2S7VaJZFIEAgETLd9U1mEAAAgAElEQVT/brdLKpViaWkJOO9l0Wq1yGazVCoVwuEw7Xab6XRKKBQy2VY/SaND27bpdDp4vV5lQYlcAApU5ac2rxUBHkqR7ff7dLtdM3d03sGv3W7j9XrNaWihUDBpw81mk8lkQiAQIJPJYNs20WjUtK2fTCZmnAycn6IuLCzQaDQoFAp4PB7znvMgMRgM8sYbbzCZTFhYWOD27dtmh3dlZcWkHg8GA0qlEpPJhGw2S7vd5rd/+7dNC/5Go8Hi4iJutxvHcahWq7z77rv0ej3C4TBXrlx5YNbsPI3Ktm0KhQLBYJBOp8Pi4qJ2f0VE5LGZNyOabxKvra2ZYHSebut2u4nFYgyHQ6bTqdlktSyL6XRKOp3G7Xabeav9fp9AIMDy8jIej4dqtUo4HCYcDrO4uGhqV+czUefNlWazGePxmIODA2KxGIlEgsPDQ/b395lMJqyvr/Pee+/hcrmIRqPMZjMTJG9vb3Pz5k0mkwmNRsN0F261WgQCAQaDAe+88w7Ly8umtnY+yu6TbgrPf2fodrsEAoEHfr8RkSdPfwPliYhEIrhcLiKRCM1mk36/j8vlYjweU6vViEajZkbbdDplNptRKBS4dOmSqTudz1TLZDIkk0lWVlbo9XrU63WzEK+srJj5pvNRNvOW/JVKhVgsxsnJCT6fj+XlZb7zne+Qz+fxer3s7Oxw48YNVlZWiMfjRCIRut0uhUKBk5MTotEoX/va15hOp2QyGer1OoeHh9TrdUKhEJPJhGg0+tAu7mw2o9Vq0e12HzhxnpuP1Jk3iVA3YRER+WlFo1GKxSIAW1tbDzw2DyDngsEgcF7LOh6PTef+6XTK1atX8fl83Lx5k2azSbFYZGdnx4x8a7fbNBoNNjY2zPt+4xvfYG9vj6tXr1Kr1ajVapTLZTqdDgsLC9y4ccN0BV5ZWeEf/+N/TCaTYWNjg3fffZevfvWrdDodhsMhv/Zrv8bq6ip7e3sUCgV6vR5LS0s8++yzHB8fs7e3RzQa5a233iKTyZDL5R4KMOe1svPRcv1+H6/X+9B67fF4zCa4NpNFnj4FqvJY3d9MKRQKmflr6XSaZrPJ8vIygNltXV1dpd1uY9s2q6urpi51XgPrOI5JCdrb22M8HrO1tUWj0aDb7VKr1Uin00wmE2azmal5mY+x6Xa7bG1tEQgE6PV6ZtC5bdv0+32uXr0KnKdMBYNBut0uk8kEl8vF6uoqlUqFYrFIOp0mk8mY17Ztm/X1dbrdLq1Wi3Q6jd/vx7IsM482mUya+qD7F8DhcIjX6zU1vgpURUTkpxUMBnn22WeZzWaPdDI47wzs9/s5OztjeXkZy7JMPwifz4fL5SKRSNBoNFhdXSUUCjGdTk02UigUIpvNYts2yWSSXq/HcDikWCyaGeWBQMDMNr9z5w6vv/46Ozs7HB0d8c4777CyssKv/dqvce3aNVMG1O/3OTs7IxgMmpTl119/3VxLNpsFYGdnh16vZza45+YnwZVKhfF4jN/vp9vtkslkHsgEi8fjjMdjM+JORJ4uBary2N0frHo8HmazGZZlmc5+7z9JvH79uqn3PD09JZvNmvE1LpeLwWBAp9MhFAqxsrKC2+0mFAqZOarzU9RgMGiC4nlH4kKhQL/fZ3l5mXQ6zcrKCkdHRxwdHRGLxcwst2w2a4LbK1eu0O12cblcNBoNRqMR4XCY3/zN3zTdi3/pl34J27Y5ODgwJ8TPPfecCVgjkYg5iZ2nXs0D2HnQPJlMSKVS2LZNvV4HMGlXIiIin5TL5frEAZfjOHi9XiaTCfDP1/D19XXcbjeDwcCcwG5sbFCpVAiFQsTjcTOfdb4BO5lMGI/H5HI508zJsixmsxlnZ2cEAgH8fr/ZgO73+5RKJcrlMoPBwGwKh0IhXC4X/X6fu3fvUigUTIbV7u4u2WyW0Whkely8/zMHAgF+/OMf43a76fV6D50w3286nTKZTEy9q4g8PQpU5ZFMp1NT75JMJn/i4Mnj8bCwsGBa3Y/HYyzLwuv1Mh6PzQI4D1pjsRhHR0e43W7S6TSVSoXj42OSySTlcpnJZGJmvP3whz/k7OzMLJS9Xo8//sf/OKVSie3tbQqFAtvb2zQaDUqlEq1Wy3Qf/uY3v8nv//7v4/f78Xq9HBwckEqlODs7o1AosLm5yfb2NsfHx9y4cYPRaES1WjWLa7FYJBwOU6vV6PV6WJZFoVAglUphWRahUAjbtimXy+ZUuFqtEgwGWVlZeaDL8nz2rOM4tFotQqHQQw2cREREPk0ul4t0Os14PCaRSDCbzYB/3ofC7/ezvr5Oo9FgPB6bspulpSUGgwGBQIBsNkssFqPVanF4eEg0GqXT6Zg6VLfbzeHhIQcHB+zs7BCPx5lOp4zHY9bX13nttddot9tMJhMcx6HT6fDss89y9+5dBoOB6Vlx69YtlpaWKJfLfOMb32BxcdGMyJlMJuzv77OwsEAikTC/E0SjURYWFqhUKrTbbQKBgAlobds2ZUPtdhu3221OojudDsFgkGg0+nT+wYh8gSmvQR5Jv9/H7Xab3dSfxnw+63g8ZjKZmEVwPsx7fpoI4PV6yWazrKysmMWx1+tRLBZZWVnhG9/4hkkvWl1d5Rd+4RfMgrixscHy8jLZbNY0ephMJtRqNRMU9/t9czsYDJr3DwaDlEolNjY2mM1mTKdTfvd3fxfHccxs1n6/z5tvvsnp6Sl37tyh0+mYOttQKGTqVuffX7VaNTUxe3t7tFotbt++bVKj6vU6w+EQx3E4Pj7m9PTUdEyet+UXERF5XLxer0nL9Xg8D6QMzxsIzhsZjUYj2u02o9GIjY0Nkx00Go3wer1YloVlWSwtLfGzP/uzRCIR1tfX6ff7LC4u0u12zSgc27Y5PT1laWmJRCJhxtDNZjOazab582uvvcbv/d7vcXx8TKlUwuv1srCwgNvtZjQa0e/3GY/HALz55pvs7e1xenoKnM9xf/fdd80IHq/Xy3A4xLZtqtWq6SUBmEB8nrLc6XRwHOfJ/wMR+YLTiao8kvmQcOCnbtnuOA7D4dB015t38Z0HjZZlkc1msSwLl8tFpVKh3+8Ti8UIhUKmY3AymaTdbuM4Dul02nQN/OY3v0mxWOTFF180aU8HBwemecLy8jK2bXPr1i1isZg5IbYsy6QPR6NRs9CORiPu3r3L6uqqSUXudDosLS1xdnbGeDxmNpsxGo1M58R51+H5yW04HCYYDNJoNIhEIgSDQdrttglQvV6vmbfqdrvZ3d2lWCzidrtNurSIiMjT4jgOjuOYchuv10utViORSLC/v08wGDRr7nxjeX9/36z3GxsbrK+vUygUuHHjBul0mo2NDdrtNs8++yw3btwAzoPly5cv4/f7WVhYYGVlhTfffJO3337bNFXc3NwkkUiwvr7Om2++aX438Pl8ZDIZ3nvvPYbDIbPZjK2tLbrdLgcHB+zt7ZmSo8uXL+M4jgls55lL4XCYQqHAwsICZ2dn1Ot103NCRJ4sBarySOZ1m8BP9R9rx3GoVCpMJhPq9TqJRMLUv4RCIWKxmAn83G43k8nE1L1YloXf7+eZZ56hXC4znU7JZrNmZzWbzRKPx3nnnXcIh8MUi0UCgQCRSMTUfQaDQQ4ODvD5fLz88svcvn2bfr/PwcEB165d4/j4mNFoxHvvvUcmk8HlcrG7u0u1WqVer7O4uMjGxoZZBNPpNAsLC5yenrK2tkalUmF7e5vBYEAsFjOz6orFIktLS2ZGWzweN10SvV4vs9mMXq9nZr81m03zvViWpXluIiLyVM3LdDqdjtmwnafMhkIhGo0GlUqF559/3nT0Pzg4YHV1lUAgQCwWM4Ht4uIiHo/HjLmZ15bOR9DN56murKwwm81YWFig2+2aE895s6PDw0Pa7Tbtdttc3zzddzQaYds2iUQCj8fDaDQyAWilUuGFF15gPB4TDofpdDrAecfieSDebDZJJpOkUimThmzbNh6Ph0gkosBV5AlQoCqP7NP4j/I8jTYSiVAsFh84KbQsy3TUndfAhsNhkxJ8fyfeUChEr9fj7t27tFotYrGYWeSSySTRaJRer0etVjM7vPPugVeuXMHlcnH79m0syyKTyVAoFAiFQrzwwgs0m01arZYJPvv9vknlzeVy1Go1MpkMfr/ftLH3eDxUKhWziCcSCRzHYX9/3zRi8ng87OzsUCgUcLvdTKdTSqUSbreby5cvY9u2CcjD4TCVSgWPx2O6Dn+c0WhEt9s1zZtEREQ+LfPSlHA4jG3bLC4umrTdu3fvAnD58mWziRwKhXjllVc4Pj5mOByaNTIYDBKPx3G73TQaDV588UV2dnb4/ve/T6FQIJPJkEgkmEwmD6TzzrOt5t2GO50ON27cYHt725Tl9Ho9SqWSKalJJpMMBgO2t7fx+XwEAgHa7TZbW1scHR3R6XRMRtZ8c3g0Gplmh6FQCI/HQ7FYZDKZ0Ov1TKrx/Y0iReTxUI2qPFFut5toNMpoNGJhYYFoNGo6AM5mM3Z3dx8IytxuNxsbG3g8HjN03LZtXC6XWcAcxzFDwqPRKNvb23i9XgqFAgcHBxQKBfN6lmURDAbxeDxcuXKFa9euUavVWF9fNw0fxuMxLpeL5eVlsyPr9/vpdDrs7e1h2zY//vGPKZVKrKys8OUvfxm/389gMKBWqzEcDk3DiN3dXY6OjkzQ2mg08Hg89Ho9szhGo1FcLhdut5tyuWwC+HnnxUeti5k3h+h0OkoVFhGRT9V8g3UymZjNZMuy6Pf7pFIpYrEYs9mMeDxOOp3mlVdeAWB1dZWrV6+aeepra2tEo1HTOHH+Gl6vl62tLbPRXCgUaDabZpzMiy++SCqVYnt7m0AgwMnJCaFQyHQPvnz5MtFoFMdxTH2t2+1meXmZbrdLJBLh6tWrPPPMMwSDQVqtFpubm9i2jdfrZTAY4DgO0+kUj8djOhu///NPp1ONrhF5Qp7YiWoul3MBfxN4ARgBfy6fz+89qfeXiyMSiRCJRBiNRqYFvMvlwufzUa/XH+qsZ1mW6Sg4Go145pln6PV6JJNJOp0O7XabYDBouvStr68zHA65c+eOeY1506ZkMsny8jKO43B0dEQmk+Gll14in8/z3HPPsb+/z+LiIicnJwQCAbMANhoNM+5mXu86GAyYzWZks1mWl5d5/fXXTXrRfGxNt9ulXq/jdrvp9/u8+OKLLCwsmBPTeUBaKBTMqJr5502lUgyHQ1Kp1CN9r16vl263a+ptRUQ+jtZmeVQ+n490Oo3jOKYz/Tyw63a7pNNp4vE4rVaLarWKZVkkEgmCwSDHx8e88sorVKtVer2e6bx7eHjI0dER3/rWt6jX65ydnfHOO+/gOI5J2e33+2QyGUqlEjs7OyZrKJfL8YMf/IDt7W3Ta+L69eu88cYbZt11u9289dZbPP/884xGI0ajkfldYV7XGgqFKJVKJrV3aWkJl8tl+nLMT3SDwSCXLl0yDSFF5PF7kqm/vwAE8vn813K53FeB/wH4k0/w/eWC8fv9+P1+c3u+AMJ5ivD9O5bhcNjMW/N6vaRSKeLxOLZtm06ClmVRrVZpt9tEIhE2NzcJh8Osra1RKBRMV792u43L5TLdB10uF+Px2IyOmde+DAYD6vU6rVaLRCJhAsnpdEqr1eL4+JgXXniB4XDIxsYG29vbNJtNut0uuVyORqPBl770JWq1GoPBwHQyHI/HpNNp1tbWODo6MvWx4/HYNHVIp9OfeDGcp0p5PB4syzJpWu/fFRYRuY/WZnlkXq8XON/8LRaL5qTS4/GYTWeXy2U2dRuNhunYe/PmTWKxGDdv3sSyLCqVimmkeHx8TCKR4Hvf+x6Li4sUCgVGoxGRSMQ0OazVaiYAzWQyTKdTdnd3zaZ1oVCgXC5zcnJCNBolEAiYcTvzBofZbJbpdGrKduYZVPPa1Xk3Y9u2abfbFAoFwuEwly5d4vT01KT+vn9tnqcKi8in60nmLvwLwG8B5PP514CXn+B7ywXjOA7dbtcsFvffXy6XKZVKZgyOZVksLi6a0S7lcplKpUK32zWz3mq1GgDBYJB+v0+32+W5555ja2uL3d1dLl26RCgUYjqd0ul0KJVK1Ot1M3x8eXmZYrGIy+ViOByahgrzawJYXl4281DhfJf1rbfeYjwem06EGxsbvPTSS9i2zcLCAtVq1XQ6TCQSlEolPB4PzWaTcrnMnTt3sCyL1157zYyyabfbNBoN0x252Wyaxz7OvFPxvMtip9Mxu8IiIh9Aa7N8Yr1ej263y2QyodVqMZ1OqVQqDIdD/H4/lUqFaDRKLBaj3+/zwgsvEAqFsCyL8XhMLBYjkUiYQHWe5vvss8/SbDaJRCJsb2/z0ksv0W63uXHjBgcHB7z66qvcvXuXN998E8dxuHbtmuk2fHR0xPHxMY1Gg3K5TDAY5PT0lIODA/L5PD6f74FMpul0yt27dzk4OODdd98ln89TLpc5Pj6mVqvRarVM5//5ba/Xy+npKbPZzGws1+t1CoWCacgkIp+eJ3miGgNa992e5nI5Tz6ft5/gNchTNE+ricVi9Ho905hgnvYL/3x3MxQKMRwOzWlgOBwmHA5TrVZNhz63202pVDL1K4PBgFarZeajzk8x9/f3H2im1O/3Adjf3yedTlMoFPD5fPT7fbLZLKVSiWeffdakCf/oRz8yAWO73ebatWvs7e1x6dIlk950fHxsPtf8BHc+Wufq1as0Gg22trYol8v87u/+Lul02qT4er1e6vU6r776qlm8R6MRPp/PfD/dbpe1tbVH/q7ndbuWZWn2m4h8FK3N8pDBYEC73cbv95NIJB56fF5bGgqF8Pl81Go1YrEYpVKJ3d1dFhYWaDQaLC4usra2hsfj4fLly7hcLuLxOMVi0cxrHY1GZDIZ+v0+zzzzDKPRiFAoxOHhIfl83gSFPp/PbCaPx2OOjo5ot9usra3R7XZpNBpMJhPS6TT9fp9yucxgMDDpw/PxNd1ul/F4bGpmX3/9dRYXF3nrrbf42te+Zu6ffwcvv/wy4XCYXq9nOvJXKhUsyzLlPqlUilar9VDpkoj8dJ5koNoG7v8b7NJC+MUxGo0YDAb4fD46nc6HNiLw+/0myEwmkw89Ho1GTU1qMBgkEomYNGGXy0WpVOLu3bumI5/jOLRaLRPktVotPB6POXksFArU63WSySS2beN2uwkEAhwfH5NMJonFYmxubtJoNHC73dRqNQ4PD8lmsxQKBeLxuKl7sSyLo6Mj1tbW6HQ6VCoVMwB9npY8/9zz+tb5bNbxeEyhUMDr9fLcc88RjUZN06V5p+TJZGLSrj7MeDw2c2bnnz8cDv+U//RE5HNMa7M8pNvtmvXWtm0syzKzzeF8nNza2prp4j8cDrEsi+l0apoW+v1+FhcXqdVqZr2ez05vNBpcuXKFg4MDU4v67LPP4vF4uHr1Kn/4h39IoVAgGAwSi8VYW1ujXC7j8/mYTCZkMhmi0SjpdJpyuczNmzdJJBJsbGyQTqdNSc/e3h4rKytMJhMODw+ZTqd8+ctfNiNwUqmUKctZXV01KckbGxsEg0HT6HGeeTUPzmu1mlnf56NsPkmQ6jiOGcMnIh/uSQaq3wX+BPB/3quDefsJvrc8ZfPmBePxmFAoRDgcpt/v43a7H6j1sCzrI5sH+f1+MpkMjuNQKpXwer2MRiOTAjwajfB4zv+1Xl1d5eTkBDivec3lcib4LRQK/MEf/AF7e3tsbW1RqVR47rnnGA6H+Hw+Njc3cRyHVCpFqVRifX2dcrls5rzOOwuPRiOKxSLvvvsuh4eHvPzyy9y6dYtYLEY2m6VYLHLnzh2CwaBpADUfYTNfbHd2dqhUKkQiEVKpFKurq6yurpo5soPBwDSA+jidTscE+6lU6mMDWxH5wtPaLA+Zd8Wdr3PztNZMJmOCq/vHoC0tLdHv91lcXGR/f5/hcGhmp85mMzweDzdu3GA0GpkA13Ectre32dnZYTab4ff7CYVC1Ot1nnnmGVqtlukLcf36dZPFNJ1OSSaT1Go1ksmkae40nU45Oztjd3eXvb09ZrMZPp8Pv9+Pz+djZ2eH7373u3Q6HZrNJo7jmEZN88BxNBqxsbFBtVrl9PSUQCDAu+++y+LiIrFYDK/Xi9frJRqNcnJyYjbLl5aWPtH3W6vVsG3bjOoRkQ/2JAPVfwT8fC6XexWwgH/nCb63PGUej4eFhQWzcACPdNI3m82o1+vMZjMT5DmOw2AwoNvtkkqlzEI0HA7xeDym6dK8C+C8vnPeqn5eg/rlL3+ZYDBIvV4nFAqRzWa5desWLpeLH/3oR2xvb3NycoJlWezt7bGzs4PL5aLRaNDv9/H7/UynU8rlMoCpf/F4PKTTab73ve/h9/tNM6UrV67g8Xj46le/yuHhIZPJhGazSSaT4YUXXuDk5ITBYECj0QDOg/Z6vQ5AsVgkk8l87Pfl9/vpdrtYlqWdWhF5FFqb5SHzJkaWZdFoNEw5zjzz6P1isRixWAzbtk367cnJCbFYDJ/Px8nJCYlEAtu2OT4+NhvErVaLu3fvksvlTEnPfGxNIpHg7OyMbDZLu91mOBya7KadnR0TNI/HY9bX1zk+PubSpUu4XC6q1SrVapV4PG4aIL322mtsbm7SarXodrsmfdmyLHZ3d03g2263TalROp2m2+2a+e3b29vA+YlyLBYjGo2aMXmP2kxpNpsxmUxIJBKqaxX5GE8sUM3n8zPgP3hS7ycXz/yk85OYpxPNTwnj8TidTodarWbqUebDvrvdLh6Ph6WlJWKxmGkvn0gkTCBbqVS4e/euSQtaXFzk0qVLbGxscHh4yJUrV0y33EajQbVapV6vm3E6i4uL5mSz0WjQaDQIh8Nm57lUKrGxscHNmzdptVpmdzgUCnHr1i3q9TrhcJhoNEq5XMbr9dLr9bh8+bJptpTJZDg7OyMajZo042w2S6PRIB6PMxwOCYfDeDweptPpA780RCIRM+JGHQhF5ONobZYPM19DotEozWYTn8/3sZ3oPR4PmUyGRqPB+vo6s9nMzDg9OzvD5XJx/fp1bNvG4/Fw7do17t69azrt3rlzh9lsRjAYxHEcOp0OW1tb3Llzx9S3DodDE2ju7Oxg2zZHR0d85Stfodls8ju/8zumjrXT6XB8fMwzzzxj5rX2+30sy+LWrVu89NJLOI7DG2+8YWa0p1IpZrMZOzs7WJbF3bt3zSzWwWBg1t15EOzxeDg4OCAQCJDNZj/2dx2Xy0UkEjHp1SLy4Z7kiarIJ+b3++l0OozHY5MSPJ1OAUgmkyYos23btKqvVqskEgkajQaz2YyjoyO2trYYDAbcufP/s3dmTW5bSdp+sREgAXDfWbuqVFLJ8m7Z7p75Lrrnz871XM1dz0Q4ot3t8SpLqpJqYxX3DQRAACQI4LtQnBxt3nrc7rZ8ngiHFaVaSMrWYebJfN5zFItF9Pt9pFIpNJtNRFGEWq1G3+fq6gqnp6fQNA3tdhumaUIQBKRSKciyjMPDQzx+/BiCIKBWq2E+n6PRaGAwGCBJEty/fx+r1YoOsO3tbdRqNXieh3q9TnsxTPy0XC4BgGzFDx8+pOe9tbWFKIrg+z7Jl/L5PC4vLwE8Hak2DAPlcpleM3ZTK4oiyuUyv1nlcDgczt8Mm4j6sZTLZfr89XpNzd1arYZUKgVd18m9MJlMUK1WIcsyXNeF4zjodDqQJAnj8RgHBwd4+PAhyRXb7TYODg4gCALm8zmOj4+xWq3orJxMJpAkCVdXV2g2m6hWq6hWqzg/P6ecdtd1oWka/vVf//W55IHxeEyPXZIk6LqO2WyGw8NDdDodbG1twfd9dLtdFItFhGFI0TpstWm5XGJnZ+c7PRxMGGmaJi9SOZwfAS9UOf/USJKEWq323FgN23nxfR+5XI6CxxVFgeu6qNfrSKVSODs7gyRJKBaLWK1WsCwLiqKg3+/TeNLFxQVyuRy++eYb6vAWCgVUKhX0+33s7e1B0zQEQUBdUMdxIMsyDMOAbduo1+s4OTnB2dkZiR7S6TQajQYsy8Lh4SF6vR5qtRrOz8+xt7eHq6srnJ+fY3NzE9PpFKIoIkkSaJqG0WiEcrmMdruNOI6fG29i+W/L5RKaptFo87O5s0EQkNwiDENeqHI4HM7fAHMEaJr2kzKtOf8Lu10cj8fUgGVnFyskmZTo4uIC6/UaxWIRGxsb1Dyu1WrodDp49OgRrRDFcYzbt29jPB7jyZMn0HUdmUyGkgCYp6FarUJVVaxWKwiCgG63S7umkiShWq0iCAJ8+umnKBQKaLfbUBQFm5ubUBQF2WwW1WqV4u1Y2kA6nYZt2ygUCojjmGJvPM/DYrF4ZRE6Ho/hOA7S6TTK5fLfNGXG4fzW4P+XcH4VPDvGKkkSSqXSS7/PxnVs28Z0OkWpVKKdF1Yk3r59G1dXV1BVlULBU6kULMvCYDDAer0mY+54PMbOzg4Mw0ClUoGiKDg9PcX+/j7a7TZF7FxfXyMMQ6RSKcznc9RqNVSrVURRhFQqhX6/D9M0cefOHcznc4iiCMdx4Ps+vvnmGzIJ6roOVVVpL0jXdVQqFQwGA0iShHq9Dl3XMZlM4HkeFaYsp47lzBqGgdlsBlEUqWv9bLG6Xq+xXC4pe47D4XA4LzOdTslj8FNlOZznkWWZJoMAwLIsTCYTip4TBAEHBwdUBEZRhI8//hiiKMLzPPzHf/wHKpUKRFHE4eEhxbc9ePAAnueh2+2iUqmg1Wrh4uIC5XIZW1tbmEwmuHXrFh48eIDd3V04joPt7W3EcQzLsigL9q233qKz2vM8nJ6eolwuI5fLYTabYX9/H9PpFL7vIwxDWhGaz+fY2tqiOBuWvfoivu/Dsiz6NWuMczic74f/X8J5bZjP5/A8D5PJBAcHB5hOpzg6OoIoijTe6/s+HYz9fh+qqtKeCfBUcsCKySRJMBwOsVgsSMpQq9XwySefYDAYYLFYILISUrYAACAASURBVJvN4u7du/jzn/+MWq2GSqWCfD6PUqlEinwWYeO6LprNJr766it88sknlHWqKArS6TRKpRK2t7fx+PFjRFGEo6MjTCYTRFGEXq8H4Om482q1Ijvxzs4OOp0O3cY2Gg0oikKHq+d5cBwHtVoNwFMl/ng8RiqVgu/7P2mci8PhcH5LCIKAMAx5Q+8nkiQJxamxoi2Xy2G1WkGWZdi2jclkgna7jWw2i3Q6jWq1SkUqG6lNp9PwfR+tVgsffPABVqsVjd4eHh6S2Gm5XGKxWNAK0HK5hGmaODk5QTqdxmg0ovz1GzduwDAMHB8fQ9M0pNNpWsXZ399Hp9OB7/skj2KN7vl8jjAMn5MoZjIZmKaJbDYLTdNg2/ZzJuQXYVms6XQamqb9Un8cHM6vGl6ocl4bgiBAPp+H67qYTCYwTZPCxD3PQzabRbFYpAw00zSxu7sLRVFgWRYsy4Kqqrh16xY++eQTFItFfPrpp9jd3aXx4+l0irOzM8xmM4xGIxwdHcFxHJTLZZIe2bZNN7W+7wMA9vf3cXh4iE8++QSe59HnAU8jZVimqm3b0DQN9Xod6XQalmXR5zGhUrfbRSaTQaPRQKfTIRNiOp2m0HTf9zEejyk/7tnRaVYgs11fDofD4bxMqVTCcrmEqqr/6Ifyq2I8HmO9XsPzPJTLZWSzWZIiAqDzR1EU2illUWqe5yGfzyMMQ+i6jr/85S/odru4f/8+ANAoLluFYZNTrEjN5/MIggC5XA6u62J/f5+iaHzfp5Fdx3Ewm83QaDRgmibeeustWJYFQRCgKApGoxFNNDmOg16vhw8++ADFYhFRFMG2bZydneHg4AC5XO65Ka9UKvVcpnkulyM5VDab5dnmHM5PgBeqnNeCJElIvlCv12GaJoIgQBAEsCyLdkvZ3ijr9DIzMMtBOzk5QS6XI7uwYRgQRRG9Xo+yWlm2qqqqEASBOqvZbBbL5RL1eh3tdptU/O+99x5838fJyQkmkwkuLi7oBlWWZWSzWTQaDSwWC3ieh8FgAM/zcO/ePdRqNQRBgH6/j36/Tz8nn8/D8zxkMhnMZjPKq0uShEaOC4UCwjBEsVikIlUQBJRKJQRBQJmyHA6Hw3kZSZKQyWT+0Q/jVwcTKK3Xa5oASqfT9PvMMxFFEWazGer1OlzXxeHhIcIwxGKxgKqq+PrrrzEajTAYDGDbNtl/P/zwQ/T7fWiahlwuh7t37yKdTuPq6grz+Rz5fB6CIJBEkaUCWJaFOI4pMkdRFOi6jnv37mE6nWIymSCfz1PMXTabRRRFsCwLhUIBf/nLX3Dnzh0qcnO5HFRVxXq9plWd6+trjEYjqKpKaQUsbof/t8Th/HR4ocp5LbBtmzqhmqbB933KJ2NCDLYPYhgGPM/D7u4uZrMZVFVFp9PB2dkZisUiTk5OsLOzA0VRcOfOHer8smw2y7IgSRJEUYRlWSiXy9A0Dev1GkdHR7BtG7PZDMPhELqu4z//8z/x/vvvI5VKYWNjA5PJBGEYotVq4fbt2xgMBhSnw0LSNzY2MJ/PMZlMaJ+U5cTGcYx8Pg9FUWgUeDqdkmTJNE04jkMZb8vlEtPpFJqmkXBKVVW+H8PhcDicn5UkSZAkCe2fRlH00lkjCAIKhQKSJEGn04FlWdjb26ObxiRJkMvlcHV1Bdd1kc1msbm5iUajgXv37lGEzOnpKXK5HC4uLpDJZNBsNrG7u4t8Pk/CwW63Sw3rKIown88RRRFEUcTW1hZM08Tx8TEuLi4wGo1QLBbRaDSQSqXw9ddfY29vD8vlEpZlwTRNxHGML7/8EsvlEoVCAW+++Saur68pm5U1zTOZDEXR/dSzNkkSeJ4HWZb5bT7nNw9/p8p5LYnjmG4RC4UCFEUhayM7bJhM4cGDB7i6usJ6vcZ4PIbv+/B9H67r4qOPPsL19TWCIMDp6SniOEYmk0G1WqURX3aDy4LKr66ucHh4iP/5n/9BvV5Hs9lEuVzGZDIhicLm5iY2Njag6zry+TwMw8Cnn34KTdNQLpcxGo0wmUwwn8+xWq3o8YqiiEKhgHQ6DdM0MRgM6JaUxdvkcjkaew6CAOfn58jlcvB9n/ZhnzUv/ljYiDL73hwOh8PhPIvv+1BVFZubmzSK+13nzGq1Qrlchud5z43DMplhrVbDRx99BNu28bvf/Q6r1QrD4RCqqlIjttfrIZPJ4OHDh7T6cnh4CEmSMBwOaQ9WkiTIsozxeIwkSWBZFlqtFizLwnq9xmg0oukqNm1UrVZhmiYqlQoWiwUGgwEePXqE+XyOZrNJzep+v0+ReCxGTtd1NJtNKIpCzeYfi23blExQKpVoLJrD+S3CC1XOLwYTFQmCgFwu90oz3t9KNpvFYrGArutQFIWKzVwu95LcQBAE5PN5AEC/38d4PAYATCYTVCoVqKqKWq2GN954A1EUodVq4erqCqVSCYVCAb1ej2yCTO4QxzFSqRQuLy/RbrexWq2QTqeRyWSwXC7x2WefYX9/H67r0nhQGIa4ceMGgiDAw4cP0e12IQgCBEFAHMdYr9dIpVIYDAZoNBrIZDLY2NhAtVpFKpXCcDikYpvdpAL/K5ViYenT6RS2bVN+3bMjzT8WNkYtSRJ1uDkcDofDeRZFUWDbNsIw/N4iFXjaNJ5MJpSJDjzNSb+8vITv+xBFEXt7exT5tlwu4TgONZaz2SzdOjqOgyRJ0O12EUURKpUKMpkM5bAfHR0hl8vh66+/xuXlJer1Or788ktsbm4CeCo6sm0bt27dQj6fR6fTwWKxQLVaxWg0QrvdxtbWFgmToijC7u4uKpUKhsMh3erGcYwkSXB5eUm7soZhYL1e89xUDudvgBeqnF8M13UBPN1fYVa9nwtBEKggXS6XdEB4nocoipDJZOggXK1WZN5jN565XA6ZTAaSJFHsTLlcxnq9xnA4RKlUon3QO3fuoN/v0w5OHMc4Pz+Hoig4Pz+nLFbDMJAkCRaLBc7OzvD555/j1q1bODs7w/7+PjRNo7DyL774AsBTZf97772HyWSCZrOJzz//HKVSCbZto1qtkqXXMAzaZXVdl8yDTCpRqVRw//592LaN8/Nz6gwfHh7SIT+ZTFAqlV5qGDDphKIo1Mll8oskSfgoEofD4XBeiaIoqFarNAL7fei6jt3dXazX6+fOb2bpHwwGUBSFxEzz+Ryz2YwaryznVFEUWrsBnhbAq9UKl5eXqFartJvqOA6KxSIURUGn04GmaYjjGMPhEJubm3j//ffRaDTI81CpVPDFF19guVxiMBggSRLIsoy3334b0+kU+/v7FBWXz+dpDej8/BxRFCGOY+RyOUoReBHP8yAIwku3rS823jmc3zK8UOX8YiiKAs/z6Nd/L3zfx3A4hGEYJE6YzWbQdZ2KMF3XMZvNUCwW8fbbb+P6+ppMf57nwTAMujlVVZWK6jfeeAOdTocy4RzHwePHj/H222+j1+uRqXc+n+PDDz+Eoih49OgRqtUqptMpoihCLpdDKpWigi+VSqFYLEJVVVSrVaTTaciyjF6vh729PSiKgiiKUK/X0el0SImfz+fh+z4Mw8DOzg59/ng8Rr/fhyiKmE6nlFFnGAYuLi4oksf3faxWq5cKT9YNZwWvJElIpVIolUqI45gXqhwOh8MB8PQG1HEcEhMB+EnTOmwqSRRFGIYBTdMoL7zVaqHf71O+eaFQQLPZRLvdBvB0euju3btkF67X6xiNRiQYNAwDX331FTRNw1/+8hfk83namQ2CAJ7nYbFY4O7du+R9yGQyOD8/h2VZ2NraotSA9XqN+XyOvb09fPHFF1gsFhSRM51Okc/ncX5+jkqlAtu2sb29jSRJcHBwAFmWX5rsYvJEVsA+W6w+23j/OVmv15jNZpAkCYVC4WedauNw/l7wQpXzi5FOp8m2+1N2I38KcRzD933s7OxgPp9DVVUsFgssFgtMJhMIgoBUKkUyJFVV0Wg06FAzDAOu60KSJOrORlGE8XgMTdNIiV8oFPDVV1/Rc5rP55TntlwukcvlaIf1zp07ePz4MXZ3dyFJEt566y2USiWoqop2u43ZbIZWq0XB4ePxGMViEbPZDKZp0mNcLpeI4xjtdhuCIKBarWJzc5PkTo1GA71ej8aedF1Hp9MBAIrEMQyDinRZll/ZMIjjGJIkkbmRwTu7HA6Hw3kWJjJ0XZduOX8sTBpUKpXIzs8kRwDQ6XSgKApWqxWSJMHu7i5838edO3cgCAJGoxFJBAuFAm7evIlOp4PBYIDRaIRarYZ6vY4kSTCbzag5LUkSisUiptMp3ciyCakHDx5gPp8jm82i3+9jc3MTn3zyCd30MuN/LpfDt99+i8PDQ5imidPTUxweHiKfz6PRaCAIAuzs7FCu63Q6fS63PAxD2Lb9izZ+mU35VSZmDuefFV6ocn5R/t6mWTZic3Z2hjiOUalU6BAdj8eoVCoolUqUc7pcLrFer5HL5bBYLLC1tYWNjQ3cv38f5XIZoiiScddxHLptBYCPP/6YrIAAsLm5iePjYxIgsby0ra0t/PGPfwQAMgMahkGxNmzMien6z8/PcX19DU3TsLW1RcKGs7MzLBYLaJpGOXIsGzaOYyyXS4RhSMHqmUwGR0dHME0Ti8UCpmlSF7XRaHzna8jy53K5HDcDczgcDuc7YQ1als/9U2BjryzX/FXfWxRFyLKMYrEIURQpF3U4HKLVaiEIAti2jeFwSNbe8XhMBeDW1hZOT08BPG06s2atqqq0giSKIo6Pj0lS2Ov1cOPGDQBPhUoff/wxLi4ucPPmTbqtnc/neOONNyAIAvr9PkqlEtLpNBaLBcrlMjY2NpDJZNDv95HL5TCZTJ7LM18ul8hkMhRf8338XDehqqqS8InJJTmcf3b4u1DOaweLd+l2uzAMA+12G6qqwjAMBEGAcrlMN6asi7ter2lU5+TkhIpUy7IQBAE6nQ6SJKGbyqOjI0ynU+zu7qLX62GxWKDRaOD6+hqbm5twXReiKOLw8BC7u7t48OABgKcB8hcXFyiVSqjX6zg7O0O1WqVbzNPTU1iWBVEU4TgORqMRRcowAVWlUoGmaRBFEZqmwfM8tNttTCYTyLKMZrOJWq2GJEno4GTjVel0+gcPRVEUuSyJw+FwOD9INpul6LS/ZVKqUCh8Z6Z3uVxGKpXCarUix0U6nca//Mu/kOvi8vISYRhiOp3C8zxa8zEMA5eXl8hkMrRawxrZzADMimw2SsymrliRy+z+giBQAbu/v49MJoN0Ok27s4IgYLFYQBRF7OzsoFqtUtFuGAa++eYbMhWLoogwDEnA+GOK+5/rJlTTNNRqNZI2cji/BnihynntYNKjVCqF8XgMWZZpV7NarUKSJMzncziOg4uLC7RaLRrJYR1ewzAwmUxQLBYRRREJGBqNBgqFAs7OztDv9zGbzehjbM/VMAyMRiPouo7z83MEQQBBECgXtdVqUf5bpVIB8PQgiqII1WqVDv1arUbafBYN02w20Wg00Gg0YBgGLMvCaDSi52cYBt0WX15ekhAKeCqzchwHlUqFPofD4XA4nP8LTFT4Y2DRMCwP/PuKW1mWkU6n0W63USgUsF6vqUgTRRHdbhfHx8cYj8c4OzvDarVCs9lEPp+H4zhoNBpIkgTZbBbr9RrHx8ckTHzy5AllqrNim63ulMtl1Go1lEolipYrFototVrwPI+swLlcDsvlEvv7+5BlGalUCmEYPmfGZ6tAmqaRhJHt4qbT6R81+vtz3oTyaDnOrw1eqHJeOzRNQ71eR6PRIFlCuVxGkiQoFovUSWTdU9/3nztoa7UaTNPEm2++idlsBsdx0Gw2kSQJGo0GRFHEZDLBbDajA1dVVSRJgp2dHQiCgFqthtlsRnmszWYTgiAgk8mg3W4jnU6TWXc6ndI48HK5xL/9279hMpnAtm3aU93c3ITjOCiVSqhWq8hkMhgOhxgMBpAkCYPBAMViEcVikQp1y7LQ7Xaxs7ND41Oe5yGVStH3YrAdGlEUUalU+GHG4XA4nJ8dFufGCsYfmt4JggD5fB6DwQDpdJqKwdVqRRNHvu+jXC7DsiyaqDJNkzJS33jjDXz77bfwfR/tdpukgp7n4a233sLm5iY6nQ7Oz8/pcX322WdYLpd0nidJQkUnkz1dXl6iVqvh4OCAMtI1TaNUAQDkxJhOp0iSBFEUYbVaQdM0ymh9FSwxAHh6K8tvQjm/VXihynktYX+ZP5trZhgGfVzXdUiSRAVsKpUiI/B8PgfwtJvLdj09z4OqqlAUBf1+H3Ec4/HjxwiCAO+//z50XYcsy1gul9jd3UW324Xv+7h9+zYGgwEGgwHCMMSdO3eoiyvLMjqdDtLpNGzbJgPveDxGPp+nQ9b3fdptsSwLg8GAzMLT6RTz+RyNRgNxHKNUKiEIAlxeXiKOY2QyGbqdZY/bcZyX9oGYPZh1lLlkgcPhcDg/Ny/mrL6K1WoFSZIgSRJlkadSKRwcHOD8/Jwat67rUoQNyy4PggDj8RimacIwDGxvb2M6nSKTyUBRFMooz+VyiOMYR0dHGI/HODg4wHw+xzfffAPHcaipvF6vsVgs6AbYsiwoigLHcTAcDpEkyXPjy2dnZ2ToZ9nliqJA0zREUUQOi9FoBNu20Wg08MEHH7zUHPY8D0EQ0O7vs3F+6/Wail3eVOa87vBClfPa8yrNOyvewjAk0+D19TWGwyGiKMLh4SEcx0E6ncbOzg48z4Ou6xiPx2TqVVUVlUqFxn9brRbF4Xz11VcolUrUoWWF5d7eHnRdRxRFAJ7uwLAubaFQgK7rODk5QT6fx+XlJVRVRTqdxmw2QxiGME0Tn3/+OTRNI9PvbDZDp9OBruskjVBVFV9++SUODg7gOA5UVUUURfR1Lxaq7BZWkiQeP8PhcDicvwuvylllDVlN07BcLrFYLMgJoaoq6vU6VFVFr9eDKIoYj8fQdR37+/swDINuKVms3J07d2BZFmWp9/t92LaNBw8e0Ejv3t4eTR3Zto3r62u4rotMJgPDMLBarfD48WN88MEHmE6nUFUVk8kEmUwG4/EYlmUhDEMSM11cXODo6AiiKKLT6aDf78M0TSiKglarhdVqRdIoTdPQ7XaRz+cRxzEVnc8iiiLiOAaA525RkyTBeDyGoigIggDFYvGX+8PjcP4B8EKV81oRBAFmsxkURUGpVPrOMRkmJWIjSMvlklT4o9EIpVIJSZIgCAIEQUDWvnQ6jSRJ8N5772G5XELXdWSzWTx58oSKUlVVYVkWTNPExsYGLi4uMJ1OKRuV2XRHoxHCMITneXjvvfdgWRaOj4+RJAntsoRhiAcPHtDuKztI2e0tGwmazWY4OzujcHGWncqeWxRFlMf6KpNvKpVCrVZ76ePj8Rjz+RzVapWKW9/36YD+e8UMcTgcDuf15MVbwOl0ilQqhclkAlVVqWBdr9d0xhQKBQRBAE3TYNs2tra2kM1mSZJULBaxWCwgSRI+++wzqKpKZl121p6enkKSJCiKAkmSsLu7i8VigWKxCNu2aQrpyZMnKBaL2NzcRBAEUBQFW1tbODk5geu6KBaLqFQqmM/nVLjmcjkcHx9jNpshl8uh3++jUCggiiIqrg3DgCzLaLVaSKVSZPcPw/ClQjWdTmO1WsFxHPJMAE8L1SRJIMsywjB85evLpsj4+cx5HeCFKue1gokRFosFwjD8XvHAs3mukiRB13WEYYjNzU2Ypol+vw9BELBarRDHMQzDgKqqeOutt+A4Dv7lX/4FV1dXuLy8pALUtm3U63Vks1kaG06lUnRYdrvd535uoVCAbdu4uLjAwcEBAJBuf2NjA2dnZ0ilUiSHYs9NEAS8++67tN+iKApqtRpSqRQKhQJGoxFWqxUuLy8p+zWXy8E0ze8ct3qRKIpwdXWFRqOBq6srHB0dUeg50/Pzbi6Hw+Fw/q+wzO5sNgvbtl8pGoqiCI7jkLU/n89jY2ODGtKpVAqbm5sQBAHdbpdiZpgo6ebNm+h2u3Qm+76Per2O4+NjfPTRR0ilUhgMBvjDH/4ARVFoDWY6nWI8HuPDDz/EYDCgc/D27duQZRmffvopisUirRhls1lomkY3pqIoolqtQpZlWvPZ3NxELpdDLpfDdDqFpmnPNZHZe49sNks3uSyup1AoYLlcvnK/d71eYzweA3gaNcfXeDi/dnihynmtYCOsiqL8pOBxWZZpTJYdlMvlEr7vI5/PQxAEutVstVoIwxAPHz5EtVolfX673YamaUiShKJiMpkMNjY2sFgsqJMKPBU+pVIpuiEFnhao9XodiqLg7t27NKprWRYePnwIwzCQy+XIAOg4DlqtFiqVChzHwfHxMYrFInRdx8XFBYWps8O9VCp9b37qi4iiSF1u9hjZG4L1es0zVjkcDofzf6ZUKsH3fZimSVmhr6JarZKwiDV7X5yaYi4KwzDQ7/cpp3yxWNCt5nK5xGg0QqFQQKvVgizLuHfvHk1VHR8fo1AooNFo4P79+zg9PcV7771HRepyuUSr1UKn00Gv14NpmnBdF+l0morojz/+GMViEeVyGXEcYzweY7VaQRAE5PN5zOdzqKqK+XwO3/dJthTHMQRBQKlUgizLuLi4gCRJcByHmsyapmG9XtP7jHK5TK9DGIaQZfm5vV0O59cMf6fJea3QNO0nFWPPoqoqdXALhQJc14WiKAjDkKy9rPgdjUYQBAHT6RRBEKDZbOLo6AidTgf1ep32bYbDIZrNJnq9HjY3N7FcLvHee+8hk8lQXAyzICZJgps3b+L6+pp2YN988008fPgQvu+j2Wzi/v370HUd5XIZ29vb6Pf7dDi+++67mM/nGA6HZAdcLpdQFAWz2Qy3bt36zue+Xq8RRdFzHWxBEHB4eIggCKDrOoCnN8+lUoneLHA4HA6H839BkqRXuiSeJUkS2LYNWZbJmAs8XUXxPI8Ehel0Gtvb23BdF7Is49GjR1BVFa7r4t69ezg5OUG73SZB03g8xubmJgaDAU0u1et1cj5EUUSrQeVyGfV6HY7jYDwe480336R92kKhANM06dfsZrNcLsN1XcpiL5VKzxWlqVSKYuXYzwvDEJIkkcnfNM3nxn8B0EqSbdvPrfQ8Ozb9Y6enOJx/ZnihyuG8AkmSUK/XcXp6ivl8jiRJ0Gw2sVgsMJ/PcXp6SgHfpVIJjuPg7OwM6/WaDpkHDx7QWI8sy6hWq9jb28O7776Ls7MzUuqv12sSNv37v/87bNtGtVrF4eEh4jjGwcEBFEXB+fk5bt++TdbeJEmg6zocx0EqlYLv+8hkMqTH1zSNMmLT6fQrx3Rt24brujSmzEQSDFmWX3oD8VNvqzkcDofDeRHXdSEIAjVCvwvHcWBZFqIoQqVSwXK5RBzH8DwPs9kMxWIR7XYbt27dgm3bKBaLGI/HkCQJYRjSnuhisYDjODSem8vlcH5+jkwmQ/ukV1dXtGfabDZJwBSGIZIkwX//93/TjenXX3+NbDaLSqWCra0tuvXsdrs0YswaxnEcYzKZwDAMukEuFAqYTCbI5/PwPI92W0VRhOu6qFarKBQK8H0fURRhNpshm81SYW/b9itHhnmBynmd4IUqh/MK1us1ZrMZ+v0+RbYsl0t4nofJZIIwDBEEAe3ETqdTOhwkSUKSJJhOp6Sy//3vfw9VVSn4e3t7G4IgwLZt7O7u4uLiAr1eD91uFxsbG/j888+xs7NDRuK3334b9Xodg8EAW1tbUBQFsixjNpvh+voaH3/8MY0jLRYL9Pt9+vooilAoFF4SKzDtPhsvzuVyZCPmcDgcDufvxWKxgO/7AEAZ468iSRJaXTk/P4eqqigUCpjNZhBFEY7jQJZl5HI5nJ2dQdM0WpNhE06LxYJibvb399FutxEEATqdDkzTxKNHj/DkyRPs7+8jSRK89dZbGI1GNNYLAPv7+/j888+xsbFBZuI4jrG9vY3ZbEY7q48ePaL4mTt37sBxHCRJgidPnlBEDovCG4/HaDQaSKVSUFUV2WyWboLZz9V1nVZthsMhZrMZyuUy7cFyOK87vFDlcF7BbDYjYdDW1hbG4zGm0yniOMb9+/dhGAYqlQru3r0Lx3Fw69YtMgpWq1UK/9Z1HavVCsvlksQP6/UanudBURTouo5erwdFUXDr1i3KZvvwww8RRRHiOIau69RdZSM+zNDb6/Xg+z6++OILFAoFiKIIQRDQbDYxm83w6NEj3Lt3j7q3jMlkAtu24TgORFHEcrmE67q0Q/siLHj8hzrfHA6Hw+H8EKIokkDpu+z87PfYLufGxgZyuRyAp7exwNM1nWKxiDiOYds2UqkU3Wbqug5N03BwcABVVTEcDnH//n0kSYLbt2/jyZMnGI1GVCSzVZqLiwuMRiOKvWGZqNVqFZPJBP1+H61Wi6LoTNNEpVLBZDKhSBk2TizLMuXB5vN5kiNms1kSJfV6PRInbW9vQ5Kk50SQ7Gt838eNGzewWCxeKVLicF5HeKHK+U2QJMn3HoYvIggCHWbA08NQURQ8fPgQu7u7yGazpLKPogjD4RBvvPEGZbmxiBim1G82m3SrORwO6dAsFot0oA6HQ9y7dw/z+RyDwQDj8RjFYhGKotAeai6XgyAIWCwWGAwGtEfLAsin0ykVxaPRCNVqFZ9//jnu3btHzy2OYyyXS3oDsFgssLOzQx1u9hzYeO9wOITrumRFZt1d9lg4HA6H8/oRhiEmkwkAoFwu/6wCPSb5EQThe28G2dn9YhRLoVCg9RsW7zKZTOA4DhzHgaZpKJVKFHezWCxowum9997DYrHA0dER7YuGYQjHcVAulyFJEmRZxjfffIPlcond3V1kMhncunUL4/EYpVKJHvNbb72F9XqNTCYD0zRp79SyLDQaDfi+j6+++gr5fB6apqHf70PXdVxeXkJRFIiiiEwmg16vR+kAOzs7L71WzFS8WCxeykHncF5neKHKee2xLAue5yGdTn+nTfBFisUicBZ1HgAAIABJREFUfN/HwcEBZFlGFEWwbRvvvPMOzs/PkSQJtre3oSgK8vk8HMfBZDKhjNHFYoE//vGPuLy8JFHCbDZDvV6HZVmI4xidTgdnZ2eo1+swDIM0+4IgYDAYQBRFfPHFF/h//+//oVQqYT6f083n9fU16fuDIKD4GfZ9R6MRXNdFs9nE7u4uTNOE7/s0AsWy34rFIlzXxXA4hCRJmM/nME0T8/kc5XIZvu/TqHOSJFiv1zBNE8vlEqvV6qX4AA6Hw+G8HgRBgHQ6TUKhn9v0/mOMtGzKSFEUikYLw5CarJeXl3BdFzdv3kQ2m0UUReRvkGWZbluvr68RBAHW6zUuLy9RKBQQhiFlqo9GIyRJQqO3tm3TLWkYhpSByqaVWOSMoigYj8fIZDIkUszlctjd3cXjx4/R7XYhSRI2NzfJpB8EAUzThKqqNCacy+UQhuF37pdKksR3Tzm/SXihynnt8X0fpVIJk8nkRxeq7EaUwZT5cRwjiiLouo7pdEoyIlmWkc/nYVkW0uk0hsMhGo0GNjY2KKA7l8shSRIoioK//vWvdINpmiaGwyG63S4ODg5QKpWg6zoVwH/+859x48YNvPPOO+j1ehgMBvA8j3JdNzY26BBbrVa0IwuAOrYsey6Xy8GyLDSbTdL0q6oKWZYRBAG9Xuzmdzwe0/hTuVxGPp+HbdsAwONpOBwO5zWGZYj+0K3n35MkSSCKIi4uLqjhGoYhdF0nc26pVEIQBCiXy7Asi87GWq2G6+traJoGx3Go2C4UCmQC9jwPFxcXCMOQMlXZ897b24MgCMhmszR+PJvNAAB37tyBZVkkSnRdF6enpxRXx2JiNjY2UCqVkM1msbe3h263i8FggGw2C0VRUCgUsL29Dc/zAICy0YGnssP1eo1sNsvPW85vFv5fPuefnjiOEYYhGfR+KqZpwrKsnzQuE4YhZrMZKeLDMKRMskwmg+FwSPbd1WqFIAhQLBZJS7+zs4P5fI4gCCAIAobDIe7evUu5rL7v4/j4GEmSQNM03L59G4Ig4MGDBzg8PMQHH3wAWZbx8OFDZDIZXF1d4eDgAKlUiox/cRyjUqmQ6bdSqSAIArTbbYzHY2iahqurKwCgm1BBELBer3H//n2Iooj9/X2USiV4nkcdaPZc2Y4tCxavVCpQFAWqqtIuLIfD4XBeT1gR9o/ENE04joPbt28jiiLM53Pouo44jlGv1+msajQadMY/efIEq9UKw+EQYRhiNBqhXC5jb2+PzutHjx5hOp3i6uoKiqLQOky73cbW1hZM00S328Xe3h5c18Vf//pXbG5uUgROp9OBpmnIZDLodrvY2tqiW9nFYkH7qHEcU7HKcsnjOMZsNoNpmjAMA+v1Gq7r0nuGVCpFhWuz2YTjOD+qyR7HMURR/Lv+eXA4vzS8UOX8UxFFEe1dZjIZJElCmaWs+/hTMQzjOzPawjCEKIoU0s1uOFlRysy+Dx8+hOd5dDC1Wi2Mx2PYto3VaoXt7W0Mh0OIoohOp0MjQqqq0ngwey5sVJcFgR8cHGA4HML3fWxtbdFj3t3dhWVZGA6HAEC3ta1WC9PpFLu7u/B9nx5/v99Hr9ej7nehUMB4PIaqqhgMBqhWq1gul2T4Xa/XmM/nqFQqz70+qqpCkiRMJhOkUilks1mk02naWX3RHszhcDgczs/JYrGA67rQNA31ep0yTlkGuWEYcF0XlUoFxWKRGqfn5+dwXReWZdGk0XK5RKPRQLfbxXK5xGAwQBRFuL6+huu6UFUV4/EY2WwWm5ubiKKI4uPa7Tadf77vk9uBNZdFUcQbb7yByWQCVVXR7XbpPUShUEClUoEgCIjjmEzBhmFgMBigWCxiMplgvV4jnU7T8zk+Psbh4SHOz8+Ry+V+VMbseDymhvQPfT6H82uCF6qcfyps24YgCHAcB4qiQJIk+oudjaa+iiRJMJvNaMfjx+xO2raNq6ur53JM2bitrus0MsTGhgzDgGVZqFQq1A3d2Nigx3VxcQHf95EkCQzDQKfTwe9//3sEQQBFURCGIbLZLO3BaJoG13UxmUyQzWYxm81wdXWFarWKfD6Pfr+Pzc1NqKqKyWSCb775BqIo0s3mcDiEaZpQFAW9Xg+yLOP8/Bw3btxAPp9HvV4n+UKj0cB6vaasuNlsBkVRsLm5Sa8H6+BmMpnnzMIcDofD4fySuK6LXC5HZ+2zI7GlUgnT6ZTOt2d9CXEcU6P13XffRRzH2N3dxXQ6RRiG2NzcxH/913+RIJGZd3d2dqAoCjzPQ7VaJQeFaZqYTCao1WpIp9PU3D0/P4eiKNjY2EAURWTxX61WsCwLSZKgVqthMBigUCiQuX9rawthGKLRaKDdbmO1WqHVatF6EMt8XS6XqFarkGUZnuchDEOUSqVXvlZRFJGngq0FcTivC7xQ5fxTIYoiVqsV7aWIoohcLkcm2+8iDEMSHrAO6Q/h+z5UVUU6nYbneWTq03UdQRCgVqvB9326nex2u9QZbbVamM/n9PssM+3y8hLj8Ri1Wo3Ge1KpFEzTRL/fx8nJCSRJwt7eHhWo8/kcw+EQSZKgUqmgVqthOp1iMBjAMAwMh0P0+31sbGxgMplgY2MDvu/j1q1bePz4MVmGPc+jUPOtrS2Uy2VUKhXEcUzm3svLSzQaDezs7JC4ib0WLHydiSg4HA6Hw/lHwPZENU175Tgrc0GwtRV25t+4cQOj0QjpdBrpdBq5XI48DN9++y3+/Oc/U+PW8zzYto1Wq4WtrS1Uq1U0m01kMhlIkgTP81Cv17Fer2EYBjzPQ6/Xg2VZOD09RbVaRafTQblcRhAEJF/c39/H6ekprq6ukM/noSgKTShVq1X6Xmy96OTkBB9//DF0XcdisUCr1UKlUiEXBivYvyu9gI0ju67LY2s4rx28UOX8U5HNZhEEAWWPASBL7fehKAoEQYBt25Sz9kOUSiUsFgskSYJCoQBN02jHYzabYb1eQxAESJKEN998k6QNrCAEno7BLhYLpNNpPH78GMViER999NFz40VhGGIwGECSJBweHuLBgwcQBAHn5+e4desW7ccwW+FqtYKiKFToAk+7xJeXl2TkTaVS6PV6KJfLZA/sdrv43e9+B+DpXguDafdFUUQcx3AcB3Ecky6fsVwu6fXmcDgcDucfQRzHME2TvAqvIp1Ow/d9KIqCq6srHB4eQhAEsvy6rkvRM9VqFXEco1AooFar4auvvsLu7i663S5s28ZkMsGtW7dQKpVQKpWgKAr9m2WVG4YBXdfh+z4+++wzFAoFXFxcoFKp0Nnp+z42NjYwnU5hmiZNQPX7fRwdHcG2bbrtfLa4ZM1n4Ol7oOVySfFvcRyj2+2iWq1+52sRxzEURYFhGHw1h/PawQtVzj8VgiD8KGX9q76uWq3+pLxUWZaxt7f33MdYAZrP52lkl33MMAxEUQRVVcmqK8sy1us1wjDEfD6HbdswTRO1Wg3NZhPX19fIZrMwDAPz+RyWZeH6+hq9Xo/ECvV6HTdv3sTFxQXK5TKq1Srty7Ab4iAIUKlU4HkeisUiZFnGzs4OLMvCcrmk3NPJZPKS/CIMQzq42Y11JpOB53lYLBYAQHmwHA6Hw+H8o1itVphOpwBAxeKzsGarJEmIoojGf9ntZDabhSRJdKaZpgld15HJZNDv95HP57G7u4vVaoVUKvWcjV/TNKxWK8RxjDiO0W63EUURTk5OoKoqBEHAxsYG6vU6njx5AtM0cX19ja2tLUwmE7z//vuYzWaYTCYoFovIZDLQdR2GYcD3fei6Dtu2qbl9cHAA0zSpMc9WhJg4crFYQFVVEhgy1us1JEmi9zrMzOw4Dl/Z4bx28EKV81rxc5lony2YWbzMxsYGZrMZ4jjGarWizLY4jnF1dYVcLkcd0nK5DEVRsL29TSNJtVoNX3/9NXRdx3w+p1tcdlDVajVS3EdRhJs3bwJ4KpUIwxAPHjxAPp+HIAhoNpuwLAv5fB7T6RS9Xo8O9VQqRc9juVzi8vKSOq7sFpkFpLNRX5avym6I2V7wD72ey+USQRAgk8m89IaCw+FwOJwfC8s7ZTeKbLroWdhEENvhZLE0giBQkavrOhnx2Q3lYrFAsViEqqqYTqc4ODigQjYMQzSbTYqhS6VSWCwWsCwLjx49QiaTwYMHD3D37l20223kcjlks1m0Wi08ePAAs9kMgiCg2+3CdV20Wi2s12s6p1lDe7lc0qgwuzXe3t6mwhN4WnSyoliWZbIBMyv/arXCYrGg/Fc2KcWK7J/SrOdwfg3wQpXDwdNbRwAvHYrr9Rrj8RhxHNMhUS6XsVgsUKlUIEkS0uk0RFFEEAQIggCFQgGr1QqyLEOWZVxfX6NYLKLb7WI0GiGOY7zzzjuI4xg3btxAFEUYj8doNBp0WxtFEf70pz9R9Eyz2cR6vabHxH7G+fk5ZcpNp1PKR2WweBzLsujQzufzFDvDRotLpRIVnY7j0C3ss2PUrMBlB7skSSS0mM1m//AYAw6Hw+H8Y/F9H57nIZPJ/OTpKDbtI4oifN9HvV5/5ecww+7GxgYJkObzOUajESqVCsIwRKVSQSqVwmg0wtXVFWRZxubmJlqtFlzXxXq9xjvvvANJkjAejyEIAlKpFE0mMSu+ruvIZrN0drKzMpVK4fT0FDs7O5TVrigK0uk0rRQNh0O66fzggw9wfHyMcrmMq6srHB0dUXHKMlJZRrlt2xQLx7wTuq7DdV0AT6e7FosFiZcKhQI8z0OpVOJFKue1gxeqnN88vu/Dtm3aVX1WxMQ6uiymRhAEjEYjEhgBoFzT7e1tBEGAi4sLrFYruK6LfD6P+/fvIwgCbG9vo1qtwvM8BEFAmW5sXIkVeyxLLYoibG9v4+zsDJVKhfZYGo0GLMvCZDJBoVBAv99HoVCgf4D/zZ5Np9OI4xiNRgOpVAq6rtPjVlWViktRFMkkfH19DcMwsLW1hSiKMJ1OKShd0zRcX18jk8lgvV4jjmOs1+tXyi6SJIHv+5Ak6UfJrTgcDofz64bFn7E4tZ8Ckx4xgSG7LbQsi8SKURShWq3CdV3Isky3i+wcYqOznudhtVrB8zz4vo9cLkcNWBbVls1mMZ1O0e/3MZlMEEURLMuCpmlkwZdlGalUCmEYYjweQxRFclGcnJyg1+vBcRzIsvxcsXvz5k0qZK+urvDtt99SgWwYxivlkGwndTqdolwu4/j4GOv1GtlsFuPxGLu7u5BlGb7vPxcZpyjKj3ZzcDi/NnihyvnNs16vSV60Xq+fK6o0TaPIGRaXw6QKrHOZJAna7TYymQyePHmCUqmETqcDwzBweXmJ8/NzbG1tYTqdwjAM1Go12LYNSZKwWq0wm82gqiriOEaSJNS1PTk5wXQ6xf7+Pt555x2y9gJPC2jWYWV7NqZp0gE2Ho8B4DnD8LPFNQtOfzbOhynun5VBuK6L2WyG1WqFKIrQaDQAgF4vlg/7rJSJYds2wjDEer1GuVymrjGHw+FwXk8URaF4uZ+KIAgol8vPfYwVolEUwfM82uPMZDJwHAer1YpkRmw9hxW8rACdTCZYLpe4desWJEmCKIpIp9PQNA3lchmz2Qyu6+L8/BzT6RR/+MMfADw9Jx3HwWAwoNgZ5qBge7Tr9ZpkTfP5HB999BFs28b19TWNA7NR4UwmQ16K0WiERqNB4sZ8Pk9rQCzyLggC6LqO4XCIvb09+riqqtA0jY/5cn4T8HeOnH8orOtpGMY/rJBhggMmYHiWKIpQKBRQKpWwWq0gCAIURaEsVNbxZTegbJxW13Xcvn0bJycnuHv3Lo6Pj6GqKoIgwO7uLo1HybKM7e1tfPHFF3RAt9tt9Ho9GIaBSqWCGzduQJIkkkIwrT7byanVarSbkiQJwjCk3ZtnM+aYWXg6nWI0GmG1WuHGjRtYLBZkHmaSpd3dXfr+LMeOHbalUokC17+vY84ihtge7Iu/x54/v23lcDic14NSqYQwDP+mQtV1XbiuC13XYZomgKeFL5P+maaJTCZD399xHNrlXCwW6HQ6SKVSiKIItm1DURS0Wi2kUilUKhWSIRYKBSRJ8lz2KruR3d7exvn5Oe7du4ckSeA4Dv70pz+hUCjAcRyYpon1eo2NjQ2IoohHjx5hMBigXC7jnXfewXg8Jk+EZVnY3NxEOp3GxcUFHMdBoVDAaDSi5nKSJMhms/A8jyJ1KpUKFcdxHEPXdURRRO9ROp0OSqUSUqnU98b2cTivA7xQ5fxisHFUdjis12vYto10Og3btlEsFn/01/6ciKL4yr/sXdelXRO27wKAdk9c14XjOEiSBK1WC8PhENvb28jlcjQe9OGHH6LdbmMymSCfz6Pf75OpkGntj4+PEccxHjx4AFEUYds2LMvCwcEBHaZMIFGtVjGZTKBpGhaLBdrtNkRRRKPRgGEYNMLsui5OTk5Qr9eRz+cpK5YVuZqmwXEcdDodbG1t4fLyEldXVwjDEHt7ezAMA5ZlwXEc6LqOJElQKpXo5vTHjBlls1myG774psW2bbIlv8rsyOFwOJxfH2z89W+BFXIso5RFqDFZEtvpZN+fTf2wiaRWq4XHjx+TDCmfz2M2m8GyLNi2jdu3byNJkufO8vl8jlqthtFohPv372O9XuPNN99EEARIpVJot9tIp9N48uQJ7t27R/nrlmVhPp9jc3MTk8kEpmliMBiQHMlxHIxGI+zs7ECWZRweHlIzudPpQBAEOqPZdBJjsVhQYbxYLCBJEiRJoox3XdeRTqfphpXDeZ3hhSrnFyGOYwyHQ4iiCFVVqZgDQJr47/va0WhEB+Av1UFkO55BEDxn5XNdF57nod/vo1gsUl5bGIZYLpeU6ZYkCdlzS6US2u02FaepVArX19fY3t6m575arShjNZfLYTAY4OjoiIyFz9qDgyDA9fU1yuUyiY1Y91UURYzHY+i6jl6vh2KxSDesqqpC13X0+300Gg3k83nKZA3DEKvVigQSgiBAEARks1nauwFAea8/dAMuiiJ1xb8LPrbE4XA4HOBpNmq326VIFlZsftdZE0UR3bZKkoROp4N8Po/5fE6jtIqikE/h/PycRm8rlQqt83ieh5OTE5qWYjeu9XodgiDAdV3UajVUq1XIsgzP82AYBq3k1Ot1zOdzbG1todPpoNFoIIoi3L59G5qmYWtri6aTdF1Hs9mE4zgUX1MqlQA8teizszUIAmiaRlNLLCGATUotl0uk02kSSz0rUeRwXid4ocr5RYjjGABIoQ48LWTK5fJLe6EvwrqQmUyGdlF+CUzTpJu/yWSCdDpNsiKmvGeKeMdxEEURdF3Hzs4OJEnCyckJfN/HcDjEzs4OAGB3dxcAcHZ2hvF4jPl8Tnmp6XSaMuGq1Sr29vaQzWZx//59uK4L0zSRz+fJsmsYBq6vr8la2Ol0MBgMsLGxAV3XcX5+Tnr73d1drNdrshDevHmTCunr62uUSiWSQImiCE3TnpMgsUL12Yw71u3+W2C3rbqu89tUDofD+Y2wXC7JCvziuZ/P52EYBiaTCd0qvgi7BY2iiERHoijSbiqLflssFjAMg84udtPa6/WowM3lcmTqZT83DEMSQc3nc/i+j8PDQyyXS9y4cQNhGMJxHHS7XVxdXdHk1Pn5OUajEVRVxfb2NhWl+/v7UBQF3W6X1nRY1itLEphMJpTdyl4bdtYzqRNraLObXl3XMR6PoWkaXNdFOp2mZvqLMEPws54KDufXAi9UOb8IsizDNE3KR3v24z90M8f2M1er1c9mtmO3kN/3l7YsyygWixgMBpRXym5IF4sFtra2kMlkEAQB5vM57W7quo52u42LiwsYhgHDMDAajdBsNuH7Pmq1GtkHgacHz0cffQTLslAulzEej+G6Lq6vrynSRpZliKKInZ0d7O3tIQxDiKKIUqmEXC5Hgefb29t4/PgxVFWFJEmo1WrwPI/2ZhRFwXQ6xWq1QqPRQLvdhizLcBwHh4eHAJ42E+I4Rjabfe71YD+D3YqzLNZnYePciqJ8722qIAi8A8zhcDi/MViTdTqdkpzvWWRZRrVaJcfBi7AJJ0VRKMecFa6WZSGKIqzXa3pfIUkSBEGAaZq0qpNKpTCbzVAulzEajeD7PgzDQKFQwN27d6HrOsIwxMOHD5HP5+G6LjY2NmjX1DAM+hmz2Qy9Xg8bGxt0y3l9fY2dnR1Uq1XKPVUUBV9++SX29vaQTqexu7uLdruNy8tLuoENwxAXFxdIpVI4OjpCrVaDJElwXRdBEMD3fcRxjCiKKKudyaa+670MSyBIpVKwbZvvtHJ+dfDWCucXQ9d1FIvFv+kGTdd1FAqFn+X2bT6fk1DoRcnPiyyXS2iahul0SnmprMjKZDIU58JuBg8ODmCaJqIowubmJsbjMQ4ODrC/v48oivD/2XuTGDnyNMvvmbmZuZmbm+9r7AuDzmRVZieyqrqqW4OGIEA9F/VBEAYNNaDDjFboIGBuugkCtB3mMloGwkCtgy6CMBAkQAcBfRB60IJ6KruqqzOziqQzg7GH74u5m7ntiw4x/68jmFyCmSSLZP5/QKGKmbFYOFn8/Fvee5VKBefn59jY2KCMOMMw0Ov18Omnn6JareLHP/4xDg4OAFydGU+nUxwdHSFNU8znc8RxjGKxiI2NDVSrVZRKJTrhPTw8xPHxMQDg/PycTomYs+DJyQl6vR4sy8J0OsVyuSTjplarBUVRyDDqOkmSYLlcQtd1nJycYDQaPXPAsFwu6TSKZdNyOBwOhwOA4lWet/0D8I3Gy/M8TKdTuK5Lp7zM4b5Wq0HTNJKkaJpGV1uCIJD7fL1eR6vVwr1798jp/vHjxxiNRpjNZrh37x7u378PwzDgOA6ePHkCz/MgSRJ++tOf4rPPPsN0OkW73cbFxQVM08QvfvELzGYzPHz4EJZlod/vo9FoYLlcYjqd4vLyEnEcA7gyjmR10bIs+L6PKIqgaRpGoxH5TozHYziOg/F4jDiOqSGXZRnz+RyyLJNBIZPzlEql58poRFFEmqbPjZHjcN51+EaV870jDEOKdmHTV8dxoOs6stksbQWZK22apsjn87AsC1EUUah2FEXU5F1eXqLT6UBVVYiiiEKhgMvLS9y9exfz+Ry7u7uYTqfk2rezswPLsnB2dgbTNKHrOtrtNprNJpkysO3x7u4uMpkM5a+xvLbZbAbHcTCbzaCqKj799FMcHx8jjmOa8FarVSRJgnK5jEwmQ81+r9ejjTI7810sFuQwqOs6OQlns1kysjBNk/RD7I3CdVj4epqmL3wjwuFwOJx3nyRJKGO0Uql8a6MkRqVSeakvxdOYpolCoQDTNNFut2njymoM85Bg2tFGowHTNDGbzbBcLvH1119jtVpBURTSp7bbbSwWC/T7fdi2TZnmURRRY8j8NFRVRRzHWF9fx9HRETnwq6qKxWIBURRxfHyM9fV1dLtdOI6D0WhEp8VsiytJEkajEba2tsis0fd9uj5i/hSDwQCqqpLLviAIcBwHlUqFBuWyLGM6nUIQBMpgf1YjKkkSqtUqNcUczvsGb1Q53zsKhQK52UqShPF4DMMwMJ/P0Wq1KLx7Pp/T58RxjFKphOFwSJNbFkvjOA6q1SriOIbrutB1Hbu7u2ROdH5+DlVV0Ww2MZ/PoSgKjo+PyZBpY2MDZ2dn2NnZoWLJnAKDIMBoNCJ9qGEYFKiezWYxn8+xtraGy8tLnJ6ewnVdMkna3t5GoVCA53kwTRN7e3s0ld3b2yMnYVYIWeFnJg7szJdtj1kWKptWP2sbbRgGNb58esvhcDjvN8yLQdd1OI7znRtVNhx9FVgUDbviuV5bkiTB5eUlzs/PSfdqWRZJYtglV7vdxng8xnw+x3w+p3Nb3/fpvDaTycB1Xco1ZQ3rxcUFyuUyFEWh3HLbtmmLGccx+UjcuXMHaZrCNE2KnrnelGYyGViWhVqthlqtBtd1oSgKkiShIXY2myU/iyiKUK/XEUXRN177551HP+v1414QnPcV/k6S871DURRUq1WaYrJTJFYEZVmm06R8Po9isYhcLoezszPYto3JZEIuxIVCAQcHB9A0DV9//TUePHhA2W7tdhuyLFMD+uDBA8xmM0RRhFqthmq1SidL9+/fR6FQQJqmmE6nGI/HdGrbbrdx//597O7uQlEUaJqG1WpFBk7MtEmWZZimSWe8qqri4uICQRDAsizM53Pkcjns7u6SVoW5BTN9LZsss63yYrEgC3y2KWavh67rz3x9ZVl+5SaV6XM4HA6H8+7Aol9Y1Nhvg0qlgnK5TFnj12GaTZZPGgQBVFWFrut0CZXNZpGmKQRBgGVZUFUVZ2dniOMYQRDg8vISsiyj3+8jiiIEQYDd3V1omobBYIDz83NqTrPZLMXq1et1/PjHP4aiKHS6y66Ntra2UKlUIEkSwjBEmqaoVCpk8GTbNtI0RbFYpG3n9vY22u027t69i8VigcVicaMZdV33xoC4XC6TlwYfDHM+VPhGlfO9p1ar3ThFyufzFAq+XC4hCAJKpRJtUC8vLxGGIZ3iaJoG13WxWCxIX9Jut6FpGiRJoq/BTItM00Sr1cL6+jr++I//GLqu4/z8HFEUYT6fwzAMaJpG+hN27lutVpHJZNDv91EoFDAajdDpdChrTVEUFAoFylpzHAd7e3t4+PAhPvroI3ied8NYAbg6NapWq3AchxpXpp1h0+bxeIxyuYydnR1omkZmS8+brLNiqmnareJnoijCZDIBcLXtzuVyr+l3lsPhcDjfBVEU0Wg0fqvP8KJsVkmSUK/XyfH+ul7Ttm2MRiO4rou9vT18/PHHOD09Ra/Xw+bmJmazGUXGVatVasZVVaWT2kwmgziOIYoi5bmzWuw4Drn7GoZBMhsWOcMGsKIool6vI01TrFYrLJdL8rtwXZfOi9l/WE1O05Q8MGazGTKZDMIwJKNDNkx3HAdJknxrF34O513mVo1qp9MpAKD/B3S73dEbeyIO5y2u3VvLAAAgAElEQVQjCMI3bPLZmcz1CW65XIZpmqhWq5BlGb7vk4OeqqpYLpcoFAoYDAbY29vDZDIhPQwzQZIkib4mcwMOggDj8Zia0FwuR/qYTCYDRVEQBAEcx6GGlG1TWTyNYRhQFAW/+7u/S46IaZrCdV0cHBxgNpshjmMMh0MKDxdFEeVymQLEZVnGZDK5Ecvz6NEjbGxsYDabUfENw5CabqajjeMYs9kMnueRKzBzSH4ZTF8kyzLfqnI4rwCvzRwOsL+/j0ajQa67+XwecRxjuVySAdFgMIBhGJAkCYVCAZIkYWtrC7VaDZubm+S6//nnn1M2+mKxgGEYyOVyyGQy2N/fx2w2g+/7mM1mUBSFjBY1TYMsy5T1HgQByuUyoijCxcUFZFnG9vY2mRx+/vnn+J3f+R0cHh7i3r17sG0be3t7yGazCIIAnuchjmNYlkVXSixlwDAMasYtyyJzpvX19RdG/X1XmMMy09LyHHTO2+CljWqn0/lfAPwdACYAAUAK4LM3/FwczjsF26ZGUQTTNEnzIUkSstksfN/H3t4excgwy3jW4BUKBdowsiL31VdfodPp4Pz8HKIoYrlckhZ0OBxifX0d8/kc9Xod0+kUqqrCNE1UKhUylWBOfmwyq+s6SqUSJpMJoiiCYRiUnZbP5/Hzn/8ciqIgiiLs7OxAEAScnp7SRjmfz8O2bQAgu/7j42NyGb4eCXC9CWWn08xM6VWKJXv9mJsxh8N5Obw2czhXiKJItSNNU4xGIwyHQ0iSRIPcWq1GDsDD4ZC8Klh2uaqqZE60v7+Py8tLtFotPHz4EPv7+9A0Df1+HwCwtrYGVVXxxRdfUG09Pz/Hzs4ObUvDMMSvfvUrMmX0fZ9i8ZIkQalUwvn5ORRFoa0qi6yTZRmlUgmPHz+GaZo4ODiAZVn0cZZl0VY1DEO62loul6jX62/sdV6tVuTPwQwoOZw3zW02qp1ut7v3xp+Ew3mHMU0TruveCBVnm0vXdclsYn19HYZh0DlrHMeUYZrL5bBYLJDP53F4eIjt7W08evQItVqN3AHDMMSXX36JarWKx48fY3d3lxrRNE1Rr9dRKBTQbDZpkjqZTDAYDLC5uYnT01OKwikUCpQPx7akbOLKnIyPjo6Qz+cxGAzo3Jnls04mE+zs7KDVasEwDHJ8rNVq3zj9ZaHjwNUWmrkb3wY2neVwOK8Er82c7zVJksD3fSiKQie6QRAgjmOSzHz00UcwDAOFQgFnZ2e0EWT6T1Y7Hz58iFwuh1wuRwNiSZKwvb1NUXRra2tkpiiKIu7evYvPP/8cq9UKQRCg0+mg1+uhWCxiOBxC0zQyJWQ55Pv7++j1emi1WkjTFKqqYjQakSswcNV4t9ttTKdT7Ozs4Pj4GPfu3SN9KoucCYIAuq6TRvZ6TWZbViYhehmsAX2RWz/LbQXwwpx0Dud1cptG9fNOp9PpdrvdN/40HM47CtN/JEmCIAhubDSTJKGImTiOkc1maWrLJr3slOi60UMQBKhUKmQrz0K8TdPE9vY2TU2//vprLJdLFItFMkkCgGKxSOfHLLdN13UMh0Nks1msVisyaEqSBIVCAZVKhc6jANCU2HEc1Go1zOdzakg3NjZIT6OqKm1Qn5WfKkkSms0mAPBzIA7n7cBrM+eDg/k9KIqCcrn83HrieR6ePHkCWZZRKBSQz+cxm81u5IxKkoRyuQzHcXB5eUlD3yiKMBwOqTZGUYQwDKkW/v7v/z6KxSKd4GYyGTQaDXLlz2azaDQasG0b1WqVGteLiwvcuXOHBrvMCVjTNDQaDei6TifI7PMGgwFyuRzK5TIsy0KlUgEA+rlc10Wr1SJJjSRJ0DSN5DxJkmBjYwNRFNFwmLkQFwqFW21Z0zSl3FY22H4WqqqSdOlZ7wM4nDfBbf6kLQD8VafTsfEvz4u63e7am30sDufNkiQJBEG4dVNVLpexWq1I71mtVjEajdBoNEiHwqzrgSsTh/v37+PRo0ekRWVby36/jx/+8IdYLBaQJImchFkz22q1SLdyenpKU1T2sdf1KbIsk46GFfhGo4FMJoNqtYrFYoHT01P6WBYOnqYp+v0+BEHA9vY2PM+joitJEuI4JqOG2+hMAd6gcjhvGV6bOR8cbMBqWRZs20YYhsjlcpAk6UZztFqtkMvlSMfJ4taY9wJrBF3XhWVZlKl6PeaFfXyhUKBtoud5+Oqrr7C1tQXDMJCmKWq1Gjnx7+/vkwSHOeyPRiPk83lUq1VUKhXouo7NzU38+Z//OURRJMnMfD7H+vo6BEFAEAQQBIHMGEejEdrtNv18kiTh4OAAvu/TsJjpUwGQUzAzR7y+NRVFkWJwnnXZ5DgOHMehDTJreFlj/KJtKW9QOW+b2/yJ+9cAVLrdbvSmH4bDeRs4jkMh3fV6nWzdmX6lUCh8I3Msk8mQJkSWZWiahlwuh2q1CgDY2tpCGIakYU2SBOPxGPv7+9B1HZPJhLJJWeO3trZGuXRHR0dwXReff/45tre3sbu7i36/j729PfzqV7+i7xcEAebzOTRNw8bGBuI4Rr1epxNf13XR6/VwcHCAyWQC0zSxWCzgOA5c18X29ja5F9q2DVmWYRgGWq0WfN+H53lkCMHhcN5peG3mfHDkcjmYpkmmgYVCAUdHR6hUKiRPAUAxbUmSoFKpUKQai6EZDAY34mQmkwkcxyH9pyzL2N/fx8XFBTqdDoIgwOHhIdW/1WqF2WyGXq+H4+NjNBoNGIaBX/7yl/jpT3+KTCYDVVXxk5/8BOPxGKZpYmdnB/l8HoIgoN/v0+ntkydP8Ed/9EeYzWZI0xRpmpIEJ45jOk3O5/P0/ABoiwoA0+mUzpprtRpKpRJWq9UNl2OGIAio1+tk4Pg0i8UCpVIJpmnSEEDTNDiOQ+9zOJx3hds0qo8BNAFcvuFn4XDeOGmaotfr0ZQzDEM61XVdF7lcDsvlkhrQZ1GtVuF53g1dJZtg9vt9jMdjRFGESqWCIAhQKBRQKpXgeR5pXf/mb/4G9+7dow1mGIY4OztDsVhEmqbwPA/r6+sYj8fY3d0lI6fRaERB5E+ePIHv+8jn8zBNExcXF6jValT8bNvGcrnEaDSCIAhIkgRnZ2eQZRm6rkMQBDiOQ1b7bLr6NK7rknHCdft7z/NuOAZfZ7lc0s/Om14O543AazPngyOXy5Hx4Hg8huu6SJIExWIRpmkiCAIkSYJsNoutrS0AV3Wd5aWyrSAb3oZhSFtMQRAQhiHK5TI1ent7e7BtG7lcDq1WC4IgkBnSYrEguc6DBw9wcHAAWZbxl3/5lygWi7h79y7q9ToymQxqtRoURSFDJEmSUCwWcXR0hDt37qDb7WJzc5PMDsfjMSqVCsXWJEmCbreLOI6xtraGfD6P5XIJSZLQaDTorDkMQwRBAE3TXlhbWSTes2A+G9c/n/tEcN5VbtOo/isATjqdzhRXroL8vIjz3hKGIVRVRRiGCMOQ/qJmBgLsHOY6nufdODvKZDI33O5YZmkQBHjw4AFtVjVNo0zTtbU1FAoFiKII27ahaRqiKKJz3evfO5fLYX19HXfu3IFpmpAkCcPhEKqqIpfL4eTkhBxyt7e3YZomfN+naJx8Po/JZIJ+vw/btklXU6vVyHVYVVVUKpVvGDCwhljXdfqZbNsmp+FWqwXg6o0By4+bz+c3cvZY06/rOizLemHTz+FwvjW8NnM+SNiGkMWhsRPXKIoo3oU1eZlMBoIg3NgEsogaVlPjOEYulyPpC/NuYK67TJ/p+z42NjaQy+XQbDbxZ3/2Z+j3+zg+PsYPfvADMjRsNBqIogiCIMCyLNRqNco9ZbWTue6vra3Btm3aXrL4OeYEzDaml5eXNzwnmMbW8zyoqopCoUDGTN81goZtoF9knMThvCu8tFHtdrsHb+NBOJy3wfV80usnM+wMOEmSG1NItiFljZ6qqjAMA71eD0mSoNlsYj6fo1AoUIj4aDRCmqaUV8q0pUEQIE1TOrFhzd7x8THm8zl+9rOfwTRN7O/vw7IsnJ6eUobb+vo6XNeFLMsoFos4PDxEGIbo9Xr47LPPcHh4iPl8jjRN0Ww26YSHbYwzmQzW1tbo5Bm4arht24YoivA8D8CV7qVQKMC27RtFN5vNfmNrKooigiC48Xq5rkuuiLZtc/t6DucNwWsz50OHNWXZbJbc6QFQk/g8l9o0Tcmh1/M82kCyqJo0TemsV1VVLBYL0pEyOY5t22i1WojjGCcnJygWi2g0GpAkCZPJBJIk4ejoCJ1OB6Zpolwuk8/EdDqlLW+z2cS/+Bf/Ap999hmGwyEqlQpmsxkymQxthD3Pw3g8xsnJCUqlEn70ox9BEASKg2E1+/pA+LvCtaac94Xb5Kh+DOB/BrABYADgH3S73V+96QfjcN4ETLtxXQfCEEWRCgLDtm3UajUcHh7SZJM1b0xzKssyZrMZOeMahgHf92FZFpbLJVqtFlarFZktsSZ2Op1Sg2yaJuI4xs7ODnq9HsIwhCzLpL8RBAGKoqBer2M0GtFEVVEUaJqGnZ0dVKtVMkGKooicDFlDzpr0xWKB+XyOe/fu0Qn0dDrFxsYGTk9PkSQJ4jhGFEXk5ssCz6+/jrVajRphAGT6cP2MWJIkcg7OZrPkaMjhcL4bvDZzvm+USiUsFgu6anp6eAqATJgkSSKHWtu26YoIuBqohmFIG1vDMGggywaw3W4XDx48IKMk3/exWCxQrVZRKpXoYsh1XfJ28H2fclMty6KNLmt42SY3l8vB8zzM53MaLDPXfuYnUa1WsVqtkMlkcHJyAsdxkM/nsbGxweU0nO8V4ss/BP8tgH+v2+22Afx9AP/9m30kDuf1kqYpwjC88c9u61DbbrexWq3IYj6OY9KwrFYrmvQCQKFQgGEY2N7eRhAE2Nvbg+d5pK9hU95yuUzPw7QxP/vZz/DTn/4Uq9UKg8EAl5eXODk5QTabRRAEmEwm1Pwy86PZbEZZqKIo0iR4Y2MDkiSR9hYAFW3LstBut8nNl8XUXP93oihiY2MDxWKRDB7Ozs7wm9/8BsPhkF4bZibxrNfyuj5mtVqhXC7D933EcfyKv3scDuc58NrM+V6hqiqazSZpOJ+F67rQNI3iZsbjMV1CsZrEImxEUaQhLIt4m0wmOD8/RxAEaLVauHv3LtbW1sgt3/d9kuMkSYLRaIRcLgfLshDHMelUp9MpTNOkBIBms4n9/X0IgoDlcknGSVEUYTAYkAxobW2NXPglSYLjOKRdPTw8xHQ6pQso4Epqw773s1itVphMJnBd9/X/hnA4b4Hb7P6Fbrf7BQB0u92/6XQ63GGQ897A8sGYy16pVHqlz8/n8zg4OIBlWXjy5AlEUUSz2UQYhhBFkTSo7LyWxd40Gg30er0bboTMoY/FvwiCAFVV0W63IUkSlsslFSemSVksFqhUKjfMIlzXhSAIyGQyVBTZRtf3fQo+XywW9PVYId3Y2IAgCNja2qKTKgY7e6pWq3BdF5VKBUmSoN/vwzRNbG5uwjRNNBqNZzanzMgiSZIbOl+mY2WvEYfDeS3w2szhPIXv+xiNRgBA102iKEJRFEwmE9qK5nI5FAoFio3RNI3yx2u1GjzPo80nkwRpmgZZlrG1tYUgCGiLyq6XDMOgVICTkxP6/swc8ejoCJubmzg4OKD3Db1ej9IAisUi6WtzuRym0ykcx8HGxgYGgwEZNpmmCQAUbaOqKmaz2TPzUheLBcrlMhaLBQ2mOZz3ids0qnGn0/k3APwFgD8A4L/ZR+JwXh/MAbdQKGC1Wn2nr7WxsYHpdIrRaIT19XVqulRVJV0m02Q2Gg0oioLhcIjPP/8csiyjXC5jOp0im83io48+InMi5hJ43c3Q9320Wi1kMhmkaYpCoYCLiws6CZZlGZ1Oh06CLy4usLGxgdVqhdFoRM9xfHxM5g2VSgWSJD13mzyfz5HJZOD7PhkgzWYz1Go19Pt9XFxcoFgsYrVaQZZl0t9e51mFUNd1rlXlcF4/vDZzvlcEQQAAdPqapikWiwXSNEWxWIQoipAkCe12m/LDWW12XRfT6RSCIJCb73A4xHw+h+d58H2fctF1XUer1UKhUMDJyQkKhQK++uorlEollMtl5PN5SJJEch7XdeH7Ps7OzrCzs4O1tTUYhoHZbEZu+d1uF1EU4de//jX29vawsbGB8XiMv/7rv4aiKMjn8/j0009vZJg2Gg1UKhU4joPt7W0AVxIlVqMnkwnlpXqeh3K5TINqVpsVRcF8Pr/h2M/hvE/cplH9BwD+EYD/BsADAP/+G30iDuc1wsK8n46TeVV0XcdisaBTX8dxYBgGVqsVFovFDf0LAHL5u7i4QBzHCIIA0+kU29vbdKLTaDRgWRYAUJwM037m83nEcUynRGwizL5WFEUolUqkWykUCnAch7Q7y+US9Xod7XYbrutSbA0LAM9kMlitVhAEgXQx7GvFcUwGUmEYwrZtHBxc+baoqop+vw9d10lf+6ItaZIkWC6XAK7s7297cs3hcF4Kr82c7w2e55FDfrFYhKqqcByHrpNY/SqVSjg6OsL29jYGgwF9LGsaLy4u0Gg04Lou5bVOJhMcHBygWCxC13UMBgPSpM5mMwRBgHK5DM/zsFwuYZomyXCq1Socx8FkMkG1WsVyuUStVkO73cbW1had6vb7fRpgW5aFy8tLnJ6eYnt7G5eXl1hfX7/RpAJXjTjLfWW/Zv/NNK3ZbBb9fp++N3vfwDwzwjBEHMd8WMx5b7lNo/qfdLvdv/fGn4TDeUOwXLanjZJeBXbyy0K3mT5mtVohl8thPp8jl8vRRpTlogVBAM/zsLm5CVmW4boulsslyuUy6UyDIMBoNMK9e/cwHA5JU7tYLPCDH/wA4/EYjUYDy+WSdKgs8LvX65GtvqqqGI/HdIKbpinu3LmDIAhgGAam0yk0TcN4PEYul0MYhkjTlDQsTM/KJrjZbBaKosAwDNLwDIdDOp0Kw/C5rosMx3GQJAl9n+fpijgczivDazPne8P1LWEUXV25swxyACQ30TQNjUaDItwURaG4uEwmg08++QQAKC4mm81ShA0z/RuNRmi1WhiNRrh//z56vR65BzMHYXZpxC6pSqUSBoMBMpkMTk9PUavVsFwu6VRX13UyUgJATaXrutjY2MDOzg6iKKIIOzaQZgaQURTh7OwMgiBgc3OTBu9MahNFERRFge/7KBaL9DUURUEul7sRhcPhvE/cplG93+l0St1u13wd37DT6fybAP5et9v9k9fx9TicFxFFESaTCdI0Rblc/k7nL7Iso9lsAsCNWJvz83MAwC9/+UuIokiZbkEQoFgsIp/PU2bpX/zFX6DRaODo6IgMhjKZDBqNBg4PD5HL5eC6LtbW1mCaJs7Pz1EoFCjfjTn6uq6L4+NjKk7MPIIVRaZlcRwHy+USSZIgiiLEcUzFrl6vI5fLkc2/qqrIZDK0VfU8D9Vqld4cZLNZqKqKra0tykd9luvi06+ZbdsAwJtUDuf1wmsz53sDayYB0HYwm82Ss+91GUqtVqMmzfd9MlQCrgaxh4eHiKKIjJk2NzchSRIePHiA2WxGEpc4jmkYvLW1hYcPH9Jlk+/7qNfr5JBfq9VwcXEBSZLQ7XZRKBSQy+WgKAq63S6KxSLa7TbpTS3LwtbWFnzfx9bWFnq9HmazGRzHQavVgu/7aDabpEdlzXmapuQVAfxttF4URchms2TAVCgU6CyZuf9zOO8jt2pUAUw7nc4EQILvECre6XT+MYC/C+Bvvs3nczivShiGkCSJTA++q07j6dNVTdNQrVbx+PFjBEGA1WqFer0OSZIwHo8hCAIGgwFKpRJqtRplsbLctuFwSOe9+Xwe1WoVURRRvhvT2B4eHtIZcbVapbOnNE1xcHAAQRAwHA6haRpmsxmOjo5gGAbW19cBgDaagiCgUqnQeZMkSdB1HWEYwnVdKma+fyV3YxmxzAiJbU+r1eqtGs/nvZHgcDjfGV6bOd8b2AD4aZ5VVwRBoO2hqqpkhGTbNqIoQj6fJy0nu2AKwxCVSgWr1QqiKKLRaEAURViWBV3X0e/3oaoq9vf3kc/nKX5uOp1ifX0dcRyjVCphNBphbW0Nq9UK1WoVmUwGH3/8MYbDIUW+ra+vU4Z6rVYjt2F2+eT7PmRZvuEkzAyb0jS94RjM/CJYbWaO/gzmN8HhvK+89J1jt9vdfo3f7/8D8H8C+A9f49fkcJ6LqqrfaaL4rLxVAGRRn8vlcHZ2hjiOYZrmjQ1ktVrFb37zG6xWK1xeXmJvbw/7+/vwPA+VSgUnJyfwfZ+aUebgV6lUUCwWUalUcHl5iWq1iqOjI8ptuz4prlQqCMOQYm+Oj4+RpikVTLZpHY1GFEuTJAkcx0G5XEaz2cRkMkGr1YJhGBiNRhiNRjSBPjs7w/r6OnRdh6ZpcBwHYRi+kt6XN6gczuuH12YO53aUy2WqeYIgUM1ldZLlfbPBdpIkaDab+PLLLynHNJfLYXd3F7PZDIZhwDAM1Ot1ZLNZlMtlTCYTAKAtKjvbZQNilkAQBAGq1SqCIKDG+Po1VKlUgqZpaLVakCSJZDnFYhHVapWa8MlkQhdVPJ+c8yHz0neQnU7n9wH8EwBNAJe4ym174dS10+n8uwD+4VP/+O93u93/rdPp/Kvf8lk57wHMsEcQBOTz+d+6eQ7bIL4qSZJgMpkgjmMYhgFd1+lnWS6XZFmfy+XQ6/VoK/nZZ5+hXC7TlHY6nUKWZSyXS0iShJ2dHQRBAEmS8OjRIwRBgDiO6Sy53W5juVyiUChgOp2iUqnA8zya4FqWhZ2dHeRyOVSrVRSLRYRhiNlsRroZprFpNpvQdR2TyQSlUoka6d3dXcpyGw6HFJfDjCVc10Wapjg9PUW73abfT9/3YZomKpUK+v0+dnZ2bv1aWpYFURTfiT8THM6HAK/NnA8d5urreR7V4ZfBms3rdUZVVXLnH4/HtGFlQ9xcLgdJkpDP5+ky6vj4GIZhYD6fo16vk5Fgp9OBKIrwPI/MDyeTCdbW1rBYLJDL5bC2toazszMsFgv0ej0ybKrX61gsFlhfX8d4PEa/34fnebh37x6azSYymQxKpdINP41arYY4jr+hL2UGT4vFAq7rwrIsirXjcD4kbrPq+O8A/Em3233Q6XR+COCfAvj9F31Ct9v9UwB/+hqej/OewaaDzGTnep7mmyZJklcyTGKOgU83T0mSkEEDAJydnaFWq6Fer0MQBERRBFVVYVkWFosF6vU6LMtCq9VCsVgkwyRVVckMaWNjgzSjzE2XFaTBYEAnv/P5/IbJQxiGODk5wdraGgqFAtrtNmRZRq1WQ7VahWmaKBQKCMMQURSRDvV6OLmmaXQqbNs2mTnN53MKJt/a2qKf2/M86LqOra0tyoZjjXgcx3TSdFuY1oc16G8yyy2KIjiOA1VVKcKAw/lA4bWZ894QhiE1U7d5X8Cayn6/j93dXdi2/dJG1TRN+L5PHgxPD0WDIIBpmtA0jRx0WeycLMsQRRGz2QzlcplME8MwRBAEEEUR6+vrmE6nWCwWVI8lSUK5XMbh4SEymQx9bK1Ww+XlJRRFwc9//nMEQYB+v487d+7g5OQEQRBgf38fYRhiPB4jiiIYhvGNyy9JkugqKU1TMmFiqQPFYpEciE3TRD6f/07GkRzOu8ZtGlWz2+0+AIBut/vrTqfjvOFn4rzHiKJIuo8XucG+bkzThOu6UBTlVk2U7/uwbRuSJMGyLHLJHY/HVAQymQydxbLNpyRJKBQK9DmO46BUKkHXdTSbTdK0FAoFKojVahXlcplc+JgbYa/Xw2KxgCiKVHR+8YtfIIoitNtt3LlzhzJLHz16BFmW6bSY5baNx2OEYYh6vY5GowHP8zCfz+lEqFqtIk1TDIdDKsS5XA7D4RBPnjwhPY6iKNjc3KQMOeBqCi3LMhVHWZZRLBbh+z5qtdozJ9fPIpPJkJ72Tf+ZmM1myGazmM1maDabfHvL+ZDhtZnz3mCaJvkzMM+DF8EGm+VyGYPBAGtrL5dfs+ZyuVw+U7bD/j3LHJ3NZqRbdV0XwJUBYK/Xo5i4tbU1ktr85je/wdHRERkgybKMVqsFTdOgKAoWiwV0XUeSJKjX60iSBF999RUcxyHX+ziOsbe3h8ViQTWUnRBbloXxeEyu+tlsFqIoIkkSumpi0p84jsn/IQxDmKZJNf5VYFdwSZKgUCjwJpfzznGbRnXU6XT+JwD/D4AfARA7nc5/AADdbvefvsmH47x/sIxOQRDe6kbreuF5nq70OszpNo5jcq6NoghpmlLuKjMMYttRFrPCiidw5T7IdCIMTdPI+Ih9jGVZN5o6plmp1+vo9/sIgoAKhq7rGA6H+Pjjj+G6LmzbhqZpyOVyWCwWkCQJtm3D933ouk6NtWVZ8H0fnudRUcxkMuj3+/R8zIxBEAQ6T9re3oamaXRe7LoukiShzedisaBtL2tez8/PoWkaJEmiwUAYhphMJvA8j4LRAdBZlSAIL3UJ/q4IgkCvO29SOR84vDZz3htYPJsoirdqhrLZLBzHoVPa27yfYLEsSZJgOBxCURQUi0XaSCqKQie+uVyO4uUuLi4AgMyLOp0OLi8vMRgMqE4zHWm5XMaDBw/IGJHJZlRVJXnM9vY2MpkM1tbWqImcTqcoFAqQJAm9Xo9MFz3Po4zYZrOJNE0xGo2gKAps20Y+n4dpmhAEAeVymSJtrp/4FgqFZ25SLcsi6dDzLplY7A6LxeGnw5x3jds0qo/+5X8fAFgC+OcA2gDSb/MNu93unwP482/zuZz3g99GVlehUMByuYRhGLdqUFjBud6QybIMRVHonAa4+lnq9Trm8znm8/k3TopEUaQNJ5t+MjMGSZJgmiZtMXVdh+M40HUdiqJAlmVMJhPUajU0Gg1MJhMoioLLy0scHBxgOp2i1Wohk8ng4uICw+EQzWaTCg/bkmazWWxublImKytW1T/twqwAACAASURBVGoV0+kUw+EQpmliY2MDe3t7EAQB8/kctm1jc3MTpVKJihNzGAyCAEmS0D+TJAmiKML3fcznc6xWK3z00UdYLpf0mi4WCzKHYuHrzLRCVdW30jhWq9VvFHEO5wOF12bOOwnbAF7/O79YLCIIAsiyfKtaIIrirSUm7KT3+gZWURT0+32EYYharUayE7Z1ZEZHpmlSfmk+n4eu6+TTkM1mcX5+Ts1uvV7H8fExxcqw+BpmNLi5uUkmh+xnbLfb+NnPfoZ+v49MJoP19XVks1kalM/nc5TLZSiKQs35bDZDq9VCkiQ0kGa1lQ2An36f9XSTmiQJbNum0+DnNaos8k4QhO+cisDhvAlu4/r7n7+NB+Fwvgu5XO6lupckSaiBBJ7dULMi8DRhGNJm9OmN7WQyQSaTgWVZaDQaCMMQy+WSCq2u6zg9PUWSJNjf3ycn4na7TQVuOBzCdV38+Mc/xpdffol79+4hk8lAlmVIkoR2u01N8uHhIZ0EM4dBlvXGiq7jOFgsFjg7O6MzJFVVYds2Tamr1eqNpjRNUwRBgNlsRudLAFAqlWDbNmlxNU2DrutkrMSQZZmKIzsfns1mFMr+NppHURRvZbjB4bzv8NrMeRdxXZc2gPV6nU58r0fGvG5WqxU0TcNqtcJ0OkUmk8F4PEaxWIQoioiiCEEQUDM2nU7hOA4kScLdu3dxdnYGwzAwGAwgyzIKhQKSJEGv14Msy/jyyy9JSrOzs4PBYABBEOi9RBzH1PjW63Ua6rLrpyRJUC6X0Wg0IMsyTNOk9yPMF8J1XQiCAMdxIMsyTk9P8cMf/hCSJGE0GlHtTpIE2WwWjUbjhqM+azbZ6y2KIhk5vsgXQlEU1Go1JEnCfR047yQ8N4LzvSBJEpycnFDxvE0G6HXYSdGzNBxJkkBVVTJgYgUik8lAVVWYpkmnv+fn5+h0OlQQBEGgSbPneVBVFT/5yU+oCc1kMigUCgiCgOJr7t69iyAIcHp6Ct/34TgO1tbWyNCJPct1l13mDDwej+F5Hmq1GnRdRxAEtDFWFIXOnC4uLuB5HhqNBorF4o04msFggNVqhfX19RsFsFgsQtM0iKJ4Y0rLzKNuc5LN4XA4nPcXtgEMgoDq1reFDX2z2ewLa7YgCJhMJnBdF81mE3Ec486dO7BtmwyOZrMZFosFSqUSstksDMPAyckJkiSBLMu4uLiAZVnkH9Fqtcjx3rIszOdzykIdDofQdZ2yyqMogq7rdAp8eHiIKIpQKBQgyzIcx4Hv++j1elhbW0MQBLBtG5ZlkdFipVKBaZq4uLjAarXC3t4evX6apqFYLOKrr74in4hKpUKNquu6WCwWAK6uipjEplqtkrHli+ARcpx3Ga6a5nwvYBb3SZLcOFe9LdlslrajT1OpVJCmKW0XVVWlZpgZCI1GI7KpB0Cbz83NTViWhclkQhPadruNWq0G0zTx61//mvJWHcehk+FcLkduviybrdFo0KZ0Y2ODdKesUWV2+d1uF7ZtI01T6LqO+XxOelNJkjCfzxGGIWRZxmw2u/Gzsu+5t7dH2haG4ziYTCYwTRPA1YbVMAw4jgPP8zAej29sbW3bfuXfBw6Hw+G8u7CIF1EUn3tKGscxfN9/6ddaLBak1YyiCMDVYNjzPHLt9TwPvu+TvIbFywiCgFKpBMMwKC6OXfUIgoButwvf99HtdjEej+mqKEkS6LqONE0hyzIajQY1mfP5HJPJBHt7e1BVFZubm2SwOJ/P6WOY+zDb2q5WKwCAbduk1WWNLGua5/M5yXoEQcDl5SUNv2VZxmAwoKaaXTsxmPFSmqY4OzvDYDCgn/NtmlpyOG+ClzaqnU7n3772v1udTuf/frOPxOG8fmRZpty0V92mXidJEozHYwwGA2rSmGEDa0IlSUKj0YAoitA0DUEQ4JNPPsEnn3yCbDaLXq9H9vQXFxdYW1sjt91cLocgCOh8KkkSPHr0CNPplFyEbdtGGIbQNA2maWJ/f5/yYtfX17G+vo5ms4lKpYJGo0FvHCRJwng8xs7ODjRNo89pNpsolUr06+3tbcqCZXpbz/PohEnXdSwWC1iWhel0Svrds7MzaJqGOI7pTQU7TS6VSqTJYQ7Ctm2T8dHbIEkSei4O532H12bO6yCKols1jbdFkiTUarUbOs3rsBq6WCxoC/g8FEWBZVkAQA3XeDyGZVk0RGWxdJlMhgaj+Xz+xtcuFAowDIPcgOv1Ol0oeZ6HwWCAOI6xubkJVVVhGAZpaVerFQzDwNraGqIoQj6fh+M42N7eBnA1vO33+6QhZe8LfvnLX+Lhw4f4+uuvcXBwQI2t7/vY399Hu91GqVRCLpejumoYBvL5PFqtFu7evUs/s+d5kCQJqqoiCAKoqorlcknDXvaeZjabYTQa4dGjR+j1et94PZfLJV1EcTjvC7fZ9/87nU7HAqAC+C8B/Gdv9pE4nNePrutk7vBdsl2ZzoUZIzHb+uVyCUVRUCgUyHk2jmPKHmUxOP1+n/SjrGAyW3i2fWX5qZZlYblcolAoUCTO2dkZer0eDg4OYNs2RFHEfD5HrVZDrVZDmqZk+qTrOpbLJS4uLuC6LgzDwO7uLvL5PDXTwE0TBrZNNQyDTpFHoxGAqzcNURShVCrRtrhcLmM0GpHpVL/fR6vVunFKxByJ2daWTZQFQXhrVvgsk489D9excj4AeG3mfCeiKMJkMiHDv+8yxL0tbBuYzWZfOqhk+lI2BGYbz1wuR3EyrNFjDZyu6zfc5X3fx2AwwGKxQLFYpNrWbDaxWCwgyzKdC18/MY6iCKvVihzra7Ua1XfWjMuyjIcPH8K2bfR6Pfz0pz/FarWC4zgIggCHh4dYLpfQdR31eh1xHGMwGMAwDKr7hmHQcyRJgt3dXbr6SpKEcshZTWe1K01TDAYDVCoVlMtllMtlLJdLzOdz5HK5G1nw7ONt20alUqEYHQ7nfeA2jeq/BeD/wlUx/Dvdbnf8Zh+Jw3n9sL/kXwQrgsyp9mnjh+VySeeuYRjSqS+Ljzk7O4NpmigWi2SO8Otf/xr5fB6NRgOCICCfz2M8HmNjYwOZTIYmxoVCAdVqFb7vk6nB7u4uNaJs4ioIAhaLBQaDAf080+kUmqZhNBrRxyRJQi68hUIBYRhifX0d1Wr1ht70aYIgoAxYVtgcx6HzZuCqeLqui1wuh+VyiUqlQoV5e3v7G6+zqqo3TsCYJvc2GayvC+bqyCbSvEhzPgB4beZ8J+I4phztt3VtIkkSDMOgWvMiWEwci41hrr4sAo3BLnTYpVEmk6GBNNOmsmGl53nY2NigS6LpdErRL6z2m6ZJjv2z2QymaeJHP/oRZrMZVqsVmSeuVitks1lqgtn7Ak3T8PXXX1O2ahiG9J9cLkeeFXEcw3EcFAoFiqK5bsJk2zay2SxKpRJUVSXJD3BV95m/BHv+ra0tGgQ8nTvLjKRms9lbGUhwOK+L5zaqnU7nf8Xf2ty7AH4XwD/udDrodrt/8jYejsN5W6RpivF4jDAM4TgOGQMZhgEA5KQryzKCICADBOBqMsyayXq9ThpN0zTJCAkAnR4xrSszPRqNRjBNE5PJBO12G4vFgibJmqahVCqRToedNbGpLjN7CMOQbO7ZWU+SJDg/P0e5XH5uztp1XNfFbDbDyckJNclhGKJUKiFNU/i+j2azidlsBlEUMRqNUCwWkclk0Gg06ATrNrxtd8FsNkub6hc16hzOuw6vzZzXRTabJbkGq3Vvg+ubwRfBaia7xgG+OfgEbkaoZTKZG42YaZpYLpeIooia1y+++AIHBwdUv4Cr7W02m4VpmuRcf3p6ilarhel0SpdJLGed1UU2pN3d3cXOzg6WyyWSJMEf/uEfkkTozp07mM1myGazlJkeRRENxDOZDIrFImlXRVGEZVlkcChJ0o3GHLg6he71evB9n5IENE3D7u7uc19PNnDmpoac94kXbVT/x6d+/Y/e5INwOL9N4jimkyLTNG9MmFkDlqYpHjx4gEajgfl8jmazCeBqQswmuMvlkiJuWK4pO99dX19Hu92GbdtYrVYIw5BMHAzDwOXlJZbLJabTKfb399FoNNDr9chAIU1TNJtNFItFnJ+fk6lSvV6nmBnTNJHNZqHrOqbTKT755BOcnZ1hY2PjpW8ObNuGqqqQZZm2vkxzw/75arWizbPv++SGzNx+32V4g8r5QOC1mfPaeJsN6qvCJCUvQ9M0RFFEBoFJkmA2m8F1XYiiCMMwkMvlEMcxXfO4ros4jiHLMsIwxGq1IukL2zSzTFXm5nt2doaDgwPIskyXQXEcQ9M0ZLNZXFxcIJvNQlVVVCoV7Ozs0DCayV7K5TJtRZ+Wv8iyTA1spVKh2i+K4o1rL0VRoGkaGo3GS3W+DPZehD07h/O+8NxGtdvt/nMA6HQ6FQB/F4AMQACwhqtgcQ7nvYE1cbIsk3HQdSRJQi6Xg+/7aLVaAECTU3ZawyzkAdwwn1itVjSZrVQqpI/56KOPqMlj3y+TydAZ8uXlJRqNBlarFWzbJrdAQRAwHo9xcXEBRVGgqioWiwXu3r1LRdf3fVSrVXieh52dHdq2smaSnQoxa//RaATXdbG2tkabUt/3KUZG13VomobpdIrBYIDt7W3aoLJtbRRFyGaztLWt1+vUMDOHYQ6H82bhtZnDuYkgCHRG7HkehsMhnbqyKBdVVVEqlXB2dgZRFLFcLqk53d3dpcsk4Kp5Z54WzWaT8k43NjbIcfjy8pLkO8fHx5R5vr29Dc/zkM1mqe4zPS3LerUsC/l8/htDAkmSkM1mMRgMkKYpSqUSwjCEoijkms/eP+TzeYRhSI3ty2KALMuCqqqUOcszUznvC7fRqP4fAB4C+BiAB8B5o0/E4bwBbNtGLpejM51nBY8/Sy/DToDYuU6lUiEjBqYDDYIAvu9ToWJkMhlomkYbSDY5zeVyODo6guu6qFQqGI/HGI/HpHNttVool8uIogjL5RIPHz5EpVLB2dkZ9vf3Yds2Wq0WJpMJtra2UCwWsVwu4bouut0uisUi8vk8ZFlGHMewLAuO40AURQowHw6HyOVyGI/H+Pjjj2GaJprNJjqdDjkYs6kyi+ZhQePA1XaSGUDVajXM53PeqHI4bxdemznvLXEcY7Va0TD2dbFcLlEqlXBycoJ6vY5Go0EXT4IgYH9/H1EU4YsvvkCaplitVrTJNE2TauTGxgYkScJf/dVfYXNzk+o383wol8u4uLhAsVhEqVQiY6p6vY5Wq4XxeIx8Pk+DbvbrNE1RrVYxm82euc1mchsmIWKGU+y8+fq1VxiGqNVqsCzrpSe9iqJguVwik8nw3FTOe8VtbvWEbrf7HwHoAvjXAVTe7CNxOK8fVVXpL/PrjoAvgzWpoiiiWq2iWq1ic3MT2WyWzmBZPE29Xicjo9VqhclkgslkgsFggOFwCMe5eh/peR5arRZqtRo+//xzPHz4EI8fP0YYhmi322i322SHz85979y5g1wuB1VV6WcwDAONRgOqqtJGc2trCzs7O7i8vITrurBtG+VyGWEYUiyALMu0TWWnzuy0OAxDsu6v1Wr0Osiy/I3mnjkoT6fT7+SkzOFwvhW8NnPeW1j8mmma3zqmLAxDTKfTG+eviqLAdV20Wi20220UCgUyGQT+1gxQFEVMJhNq/DY3N8mAEABF1xiGQRKXH/zgB5QXfnFxgXq9jq2tLWiaBt/3sbe3h0KhgCiKSF8riiKCICC3fCbLeZ4MxzAMupwqFotot9vkTMwG36zBLZVK9LVf1KQmSQLHcZAkCXlVRFEE13XJJJHDeVe5zVgl6nQ6KgAdVwYOfBTDee9gTR4757ktzIae/WV+/VxGlmWYpkn5bYzZbAbHcciUiZ0BXV5eYnt7G4qikKMgCz5np0VMX2pZFmzbhiRJtLGt1Wqkg7UsC5VKBa7rQtd12gabpgnLssieXhAEaJqGer1Oxg6PHz/GnTt3AAA7OzvI5/NkCMUmtSy65mWUy+WXFkkOh/NG4LWZ897C6h+Ab10/bNuGLMvwPA++75NDbhRFJLN5GiavEUUROzs7kCQJGxsblJ/KjIw2NzcxmUwwn89pS/vVV18hTVPcuXOHhsDL5RL7+/uo1WrkESFJEkzTJKdelt/OjBCLxSLF1CmKgiRJkCQJnecy/wsGe9/BYm3Y8JyZBF4nTVNMp1NyIGYmgoIgoFQqkfnSZDKh9xe31axGUUSOxe+ytpnzYXGbwvY/APiHAP4MwDmA//eNPhGH84b4tmY/vu+T022tViOXwDAMyWSJaT2Z5Xwul8N8PifHvtlshrW1NTIzkGUZ1WqVzBaazSbpTkajEba2tjCfz6HrOkRRxMcff0wGEOfn5+QkXKlUSFcTxzGKxSIEQcD5+TlFzIxGIziOg3q9jkePHkGSJMpwu741ZcWUhaLf9s3D62hS2ZSbuSKyZ2GvNYfD+Qa8NnPeW0qlErnoPl2b0zSlLFGWXfosWLwbgBvnrJIkkXRGkqQbsh5BEEgKw+LKjo6OyKeiXC6TeVEQBLh//z5tXtkF0tdffw3DMLC+vg5d12nIWy6XoaoqMpkMNbFPnjxBrVajIbllWZjP57BtG5lMBsPhEHfv3sV0OkWlUoFt21AUhc6iy+UykiTBZDKhbHamda1Wq994TVzXxWAwoO3r2toaFEWBLMtwHIfcitnr9CrbbMuyIIoiHMdBNpvlOlfOW+GljWq32/3fATJu+Gfdbnf5xp+Kw3mH8DwPuq4jDEMEQUCmBSwHznEcjEYjMm9guaIHBwfIZrM0oX306BFqtRoqlQr9Zb+9vU2284Zh4PHjx0iSBL1e74b7HzNAWiwWMAyDzn9HoxFs24bv+3QixGJvoijCaDSiRlqWZVQqFWQyGZrmsikrm0QzI6brbwwcx7l142iaJrkBv4ruiA0CZrMZJEmCpmlYLBZkXvV9II5jzOdzAFebat6kc14Er82c9xkmHXkWq9UKURQhCAJ4nod6vf7MQbOu61Rjn/73lmUhk8nQRdN1f4U4jskH4vj4GGEYotVqwTAMasCy2SyWyyW52rMtZaPRQDabhWVZ+Prrr6HrOlqtFobDIcbjMSqVChqNBqbTKTzPo4xXlgbATp1PTk6wubmJXC5HUiE23GaD736/Tzm3rLHu9Xool8skJXoa9t6Axdyw15p9fwbT2r6KA7AkSXAch56Rw3kbvLRR7XQ6fwDgnwDIAPhnnU7ntNvt/ukbfzIO5x2BbUfZqQ2jUCjAsiyabjJTo1KpdOMvf9bI5nI5LBYLMnVyXRflchn5fJ4mtYVCAZIk0RZXEAQYhkGOfwDIUKFcLqPX68GyLIzHY6yvr2O5XOLi4gKiKELTNNLwSJKEarWKTz/9FLZtwzRNhGFIU1ZWyJ8+IwrDEJZl0WlwtVp97nQ7iiJ4nkfh5a/SqKZpeuPNBnM6/D7hui4Vf9d1uTkV54Xw2sz5UJEkCcvlEpPJhOLgnrU9ZB/LNJiKotBmlWWPs6smBruMcl0Xi8WCGtfVanWj6QSAfD6PZrMJ3/cp3qZWq5FGVdM0TCYT2LaNIAiwtraGfr+PKIrQ6XRwdHREsiP2nmAwGGAymdDAuVwuIwgCKIpCjXccx7i8vKRmkuldZ7MZWq0WbW+fBYusY8348/g2vhKskc9kMrxR5bw1bnML+V8A+AMAAwD/FYD/+I0+EYfzjiHLMhqNBmq12g0TAkmSUKlUyIxhOp3CMAzM53NMp1PKZmWb0cFgANu2UavVoKoq1tfXyeBJVVVsbm5ic3OTTnvYRHk8HsP3fZqs1mo1aJoG27YxHA5xenqKIAjIQKlUKtEZ8Pb2Nn70ox9BURTcuXMHvu8jTVP6+vP5nDbErDgeHh5itVoBAJ02m6aJ+XyO0WiEJEme+Tqx4rVYLF7ZxZFteuv1Our1OgzDeKYL84eMoijwfZ+0VhzOS+C1mfNBoqoqqtUqyuXyrf4unM/ncF0Xk8mEBrq6rtN283pTZVkWHj9+jNlsRk2s67rY3NwkoyPDMCghgDnasxzUfD6PUqmEO3fuwLIs1Ot1eo/Afl0qlTCZTCgWp1qtkqkS872I4xj1eh0bGxuoVCrY29uDIAioVCqoVCr0dYG/ldcYhkENKBvksvzYJEnI/Z99/ptw91UUhTepnLfKbf4UJ91ud9bpdNJut+t1Oh3rjT8Vh/NbhkWzPL09ZFoRtvUsFouYz+eULco+JpPJYDAYQBRFZDIZNJtNOiliZ7jsjKhYLFJBKpfL+L3f+z3KOmPxMoZhQJZlMl2wbZvOeWzbhm3bmE6nWFtbI22qpmnIZDKwLAv3798nvY6qqrBtG6IoYmtri06TJpMJut0u1tbWcHp6ivv37yOTyaBarWI0GpF5UxRFz9x2CoKAer3+SvpWxtOGVN9H+3xFUchEg5tTcW4Br82cD5ZsNotms3lDbvM82Lkri5Fjf38+7fBv2za++OILVKtVPH78GLlcjtx4bdum5lDTNJycnJAm85NPPoHnecjlcjg9PUUcx4jjGPfv38d0OkW1WqWLpOl0imw2izRNYds2RdSwyLh6vQ7TNCnL1Pd96LqOKIpwcHAARVFoi8oyU+M4Rr/fR7FYpE0oe2/geR4A0IWUIAh0nfMs/S+H875xm3eDh51O578GUOt0Ov8pgNM3/Ewczm8VFsjNGq/rf9GzbSLTgLCCeHZ2RqHjYRgiDEOkaUrnwBsbG/B9H4IgYDKZUDTMs847JUmibejp6SkajQYKhQIymQwZJTx58gRJkuDu3btoNBoolUqoVCooFAoIggC6rmM4HGJ9fZ30MayILRYLiKKIUqmE6XSKer0Oz/PI3IKdQAF/m91Wr9exXC7JKIKdAz+vYWXF83Xm430f4A0q5xXgtZnzQaMoyjdqDLs6uR6zks/nEQQB+Tk8C9M0MRgMyGyQuf6y3NQ4jukqiJ0Ss8+7vLykLStwta3VNI1quGmaME0TuVwOu7u7OPv/2XuXGMnyLM3ru+977Zpde5u5uYe7xyvTKjOrVUVX0S1oHjtmBws2aMRrYEYaiQ2MECAQQmIzYjEaDdIsWyMkJEC9YgEtRtPATGuGkbrV1aXOTpVlZGSGv92e167d95uF1/+Umb/CIzI8Hhn/3yajPMLdr3t7+7Fzzne+7/AQzWaT6v26AmswGJAfBKNarcJ1XYrZYaqiKIqgqipOT08hyzLG4zE++eQTpGmK58+fYzqdYnd3l8wVmZrJNE0aSH9syiTOD4+7NKp/E8BfB/DHADwAf+Nen4jDecewCWcYhhQZw2BNJMsuAy6KDHPOC4KA3P7KssR0OqVA8OPjYwrx3t7epmbvplzXSqWCL774ggpvWZawbRtxHGM8HuOLL77AcrnEw4cP4TgOiqLAeDzGcrnEp59+CkVRyFCCbWNZg8r+HEUR5bItl0t88sknqFQqqNfrVxp25hA8n88hiiJ830ev17vywiAIAroNAnizyuHcE7w2cz4qsizDN998A1EUYZomut0uHMdBlmUwTfOKEicMQ8oJZ8aEYRhSVnlZltja2qJaaBgGDWm3t7fJW4JlkLJ72RcvXuCzzz6jjFZ2w/rs2TMcHh6SourJkydoNps4PDxEq9WC67oYDAYkJWYJAcCFOeP6WdHZ2RkGgwEmkwlmsxkNkDVNQxRFyPMc+/v7GI/H6PV6qNVqZEAYhiGSJOE+B5wfBHdpVBUABi4MG4CLvDYO5wcLa9qum+YCgGEYG1IkwzBoQluWJfI8RxAEOD8/x/7+Pt2msOzUw8ND2lROJhM8ffqUiqEsy9A0DcvlElEUkXyHRbf88pe/JCv81WpF09KtrS3a4rJNab/fR57nqNVqCMOQbPy73S4FmJumiSRJKLut3W6TkQ+Lx7lO7ntbSDhrgtndDIfDuRd4beZ8VDDJbb1e36hL8/mc/n49co1lmbNs8SRJ8PTpU1SrVTLwm06n5MzPDAiTJMFwOMTOzg7G4zF5TbCN5d7eHhzHwWAwoNcJv/rVr9Dr9fDll1+i3W5DVVVqSE3TxPHxMbrdLm1rmRdBkiRkVvjNN99A0zQcHBzA933M53Ps7+9jf38fi8UClUqFHIHZxnQ4HKJarSIIAgwGA9qoFkVx5fULc+ytVCpcvcP5YLhLo/q/APgVgD8E8HsA/gGAf/c+H4rDeZewO5K7IssyGTYEQYCTkxPYto2iKFCWJdI0xfn5OebzObIsw49+9CNqhHVdRxAEyLIMWZYhTVO0222S756fnyMIAliWhdFoRJPUZrOJ3d1den8A5Cro+z52dnZg2za2t7cpl61SqSCKIiRJgjAMKU9OVVUEQUCB5UVR0P2t4zhXJL7MGt8wDCqy60WPTaSBTWdB1sR/jPenHM49wGsz56NC0zRsbW3B8zxsb29DFEXYtg1JkujOcx3TNGmjWq1WIQgCyrKkqBnmyPv8+XNIkkR3n1tbW9T4VSoVOrVRFAXn5+coyxI///nPMZlMoOs6DMPA7u4uzs7OEIYhTk9P8fjxY9qOCoKAR48ekcqKNZGHh4fodDpQVRVRFKHT6eD8/ByLxQK9Xo/i6Jibvq7rZMpYr9ext7eHOI6R5/nG9pTVWM/zkGUZarUa0jQlb4qyLO+8bWWvB1gMEIfztrnLK8b2aDT6r3795/99OBz+8X0+EIfzIcA2hewXd7PZRBiGME0TzWYThmEgDENyBBYEAf1+H2maQtd1PHz4ELZt010ru+lkWJaF7777jm5Nl8slvvrqKywWC5qYsknxarUiw6V+vw9JknB2dgbbtnF+fo7f/u3fhqZp1HSy52GTXdM0EQQB8jynorZaraAoysZ0miEIAhRFoRcIrKn1PA9RFKFaraJarSKKImRZRkWTBZbruk6yaQ6H89rw2sz56Oj1euj1esjzHNPpFNVqFZqmQZblDUM+4OLsZGtra+NtRVEgTVNYloWvv/6ahrjM3T5JEjx79gy7u7sAfaaj/gAAIABJREFULgbXOzs7mM1mcF0XP/vZz7BcLjGZTCDLMn7xi1+g1+vh8PAQo9EIjUYDzWaTtpvAhVlgmqaYTqeoVCq0EWVRL8CF8/13330HWZaxt7eH8XiMn/zkJzg/P4eiKGg2m3STa5omNb1ss9rv9zcGxkmSwPM8uK6L8/NzbG9voyzLW9VQ17FYLAAAq9WKzP7KskQcx5BlmQ+eOffOXX7C/nI4HP7eaDT6p8Ph8LcAHAyHQwWAMBqNknt+Pg7nnXPZxZZlkwIXZg9FUcA0TVSrVSqCAMju3vM8TKdTAMDe3h5tPhuNBkl4WfSMaZpQFAWKoqDVakHTNLr3fPToEXZ2djCdTtHv98ldkG1K//Iv/xKKokBVVZyfn2M4HNKNjSAIlEMXxzEZOfR6PcRxjDRNcXBwAEmSrg0HX/9esLicOI7R6XTIidh1XViWhdVqhTiOkSQJWfALgoAsy6i55nA43xtemzkcXNThy03qTTAjQ7ZVrVarWCwW2NvbI6d95tYPXKiCZrMZAGAwGODk5ASCICDPcziOg2q1ivl8Dt/38fOf/xxfffUVer0e9vb2IEkSTk9PaeP77Nkz8qZ4/PgxfN/HixcvqBl+/PgxoijCarVCs9mEaZqYTqdoNBqYTCb49NNP0el04Lou6vU60jS9IuFlzSgzX2TnP2VZwrIskv7eFXZH63kevW21Wm3Udx5Xw7lP7tKo/qsA/spwOEwAMP3f17i4h3l8Xw/G4bwPzGYzJEkCy7JIKsPCuUVRxGQywe7uLhzHgWEYEEWRskAZLDPVMIwrxkJsWpmmKcl3mFlCmqY4Pj6mhlYQBPp7VjRYWLkkSTAMA+fn5wjDEPV6neRHrKhGUQRd16kJXg/t9jyPjKAkSbrRAKkoCjKlmM1mEAQBtVoNoihClmV4nkeB5aqqIgxDKprMNZE16hwO53vBazPno4U1f3mev7KzLYt5YVLhR48eUbTaYrGgeBgmBXYcB5Ik4dmzZzSUFgSB7kUrlQq2t7exWq3w05/+FF988QX9nSAIdFMryzKZKzFTQsMwYFkWbNtGo9FAFEXY3d0l1REbAjOX42azSYPkJEkQRRFarRappJi0uNFobNzYAhevRV71NpWd+rRaLXrb5frO4dwnL21UR6PRF2/jQTic+yKKIgRBQPcodyXPc6RpimazSYUCuDBPYreijUYDjuNs3HCywiJJEjRNw2g0QlmW6HQ6GAwGAC5Cx9M0he/7sG0bi8UCDx8+JCOHKIpgmiaiKKJb19/93d9FHMc4Pj7GeDzGs2fPYNs2fud3fgeiKOLk5ASWZZHBRK1Wo2I3n88hyzJF0wCgf3t8fIwsy2DbNjWw67BsOiZTYsYNW1tbG47InU4HWZZRdI/neajVaiQNYpJgDofz/eG1mfMxw4ar7N7yVe8nFUWhO1B2wsL8GIqiwGq1wnQ6pXo4m82ws7ODs7MzLJdLMjp88OAByY7ZhpN5PaiqSjJhdu/64sULGnwzZdLx8TF2dnaQZRna7TZtdfM8R7vdRlmWFA23/vWznFdWV9nnZwaKrVYL29vbmE6nSNMUq9XqlQfF15lKMmWUZVlc+su5d/hPGOcHj23bNLFkjeJdYFvKdXdd4OIulcloy7JEkiRYrVaYzWZ07ymKIhUh4OL+hJkezWYzPH/+nGRDkiRhe3sbi8UCRVGg2+1CVVX82Z/9GcbjMeWYMudgSZIwmUyoSZzP59jZ2cHDhw/RbDbxi1/8ArqubxhLFEUBSZLIpEnTNMRxTNtXz/Pw9OlT1Ot1amiZs/FisaA4ANM0UavVrpVZsdtV4MLMgd+hcjgcDuc+yLKMXHOZDHV9cLoOi49bb/TyPIfneZjNZpBlGWmaYnd3l+4v2baQNWms5gPAixcvkCQJfN+H7/vQNA3NZhOLxYIiZvr9PpbLJba3t3F0dITZbIYXL16g1WqRP0S9Xkev14Msy0iShO5eHzx4AOCitiuKgiRJrtTcOI5Rq9Xg+z4Np1VVhSzLCIKA6i/beLI4nDeBJEm8vnPeGrxR5fzgURQFvu/fmFd6Gy/7ZSwIApIkgaIoWC6XcF13w4GPNahBEGBnZwdFUeDrr7+mPFTgIlpmuVyi1WpRXEwURWg0Gtja2iLDCFZkWdNZFAUZODGSJEG9XodhGCiKAufn56hWqxQ7s729jSAIkKYp6vU6fYxKpYJOpwNN0zAej8ndkN2fsM/H4XA4HM67hpn+aZpGPg+apm1sDMuyRBAEcBwHgiCQFwRTE7GYGOb0y+S5LLqGmQ+qqgpFUSBJEv7iL/4C8/mc1FmHh4d4+vQpxuMxPM9Ds9mE4zjwfR/tdhu+72O1WkEQBPi+j2azCcuy0O/3URQFoigiGe3u7i5836fmmPljXJbXstccLLaO/XtBEDYkusCFooy91niVNAMO533hpY3qcDhsA6gDWI5Go8X9PxKH82ZhcS/XZaK+CTRNw2KxIDksm34yJ8Ld3V3KfwvDEM1mE7Ztw3VddDodlGUJwzDQbDaRpilGoxEEQUAYhgCAx48fo9frAQDlm37++edwHAdbW1vUTOd5jqIo8OjRI8zncxiGgVarhel0ijAMSSK03ny3223KPWXkeY75fI6iKNDpdKDr+p3t7LMso0K7njXL4XDeLLw2cz5mJElCs9mkDaau62RkyFgul3AchzaMQRCQxwN7PdBqtTCZTKhJbbfbFP+i6zpc18VisSDzpVqthpOTEywWC2xtbZHqSlEUGIaBX/3qV9jZ2aEsVUVRsLe3B9u28eDBA0iShL29PZRlCc/zSOnETmrYYNh1XcRxTDeojCRJsFgsSPF1W10uyxKu66Lb7dI5EofzoXFjozocDv9FAH8fF2HiHoDacDgUAPwno9Hon72l5+NwvjeCINwoCbpMWZYIwxCKopBU17KsWw0IVFVFv9+nAler1Ta2nHEc4+uvv0ZZluj1etA0jbJamSHD3t4eFVHbttHpdGCaJhqNBuI4xnK5RKPRoO1oEAT45JNPNuRAsixD13XMZjNYlgVFUTbciZmh0mXHv8u3Pcz4IU1TzGYz7O3t0d+tN7GtVmuj+Y+iCIvFgrLreO4ah/Pm4bWZw/kN7D6UqYlYzBqLhmNqoizLIEkSZZLKskyO+JIkUTMXBAFkWcZ4PIZlWYjjGIeHhxQVZ9s2dF1Hs9lEvV6Hoij0cU5OTlAUBcmCmRy30+nAsixSJbFTJNd14fs+er0e5bECwHg8xtHREcW9MckuG1Qz19/VanXtDSmDneOsVqtX8ufgcN4nbtuo/l0A//ZoNDpibxgOh3sA/gDA7973g3E47wLbtlGWJc7Pz8nN1vf9l24TWUG4HOuS5znOzs6Qpil6vR5JldiNRxzHcBwHzWYTrVYLjuOg1+vBtm1y7m02m5jNZmg0GrBtGycnJ0iSi/QJ1qimaUpbXcuySOLEpr8HBwdoNptoNBoUr8Mia5gZApMXVSoVSJJE9y7r2+g4jskVmOXEAr8xtnAcB8BF8/uq7oIcDudO8NrM4azB/BPKssTJyQnKskStViP/BWZIlGUZGo0G1S/mtt/tdpGmKRqNBnlBRFGEKIqolk2nUyRJgkePHmEymWBnZwdlWWIwGKBWq2E6neLbb79FtVpFkiTY3d1FFEWQZZmebzKZQFVVcsxnBoS6rqNSqeDg4ACz2QzT6RSyLNPZD3s+1kTruk4xdYvFAr1e78ahMDNn4qZHnA+V235ylfVC+GuOcGF9z+H8IGFRKqIoIkkSssB/XRzHQb1ex3g8pobUsixEUUQmDIPBAK7r4ujoiILBLcvC7u4ufvnLX2I2m6FSqdAtDStIeZ4jjmMqumwbG0URms0mZFkmw4V6vU6T4yAIYBgGbNvG4eEhBoMBNE0jW/tms0nTZUEQNgqcrut0i8Ps+9mkWJZl2rK+bAvN4XBeG16bOR8lZVlitVpRJujl5ozJYpmqp9FooNVqYblcQhAExHFMdcnzPMiyjPPzcxRFgb29PciyTB8zSRIEQYDBYADDMFCpVKhZfPr0KQCg3+/TYJn5PFQqFRoQx3GMer2O7e1tkt2ygXCj0YDnedje3oZhGOTK22w24fs+4jjGw4cPIYoiPM+j/wIXCikWJZdl2a0RMZdrOIfzoXHbT+//MRwO/xGAfwjAAVAD8FcA/J9v48E4nHdBo9GA7/vY2tqiwvI6JkzsHpVFy+zv76PX6yFJEti2jWaziUePHlFmGwCKo+n1elBVlW5rOp0OiqLA6ekpmTywBpo9m2EY+PM//3P4vo96vU43skw2zIoo+3rOzs7gui4eP35MDakoiqhUKmTkpOs6TZNZEWWb4/39fdrSuq6LRqOB1WpFt0K8SeVw7g1emzkfJUEQUDap7/vXus9bloWyLDcGzLVaDY7jQNd1OgMyDANffvklJEnC2dkZnfDYtr2Rac7OWBqNBgRBoIFvs9mEruukJkrTFJVKhZrOSqUC0zSRpimm0ykAkLuwqqpIkmTDSVhRFFiWhfl8jna7jXa7jSiKoGkagiCgG1g2yGZDZ9M0X+n2lMXaMPkyh/O+c2OjOhqN/vvhcPgvAPhXAHQArAD8l6PR6M/e1sNxOO+CoiiQ5/mNNx15niMIAmpGVVXdKDjAha08s67f39+Hbdv48ssvYRgGOp0OFb1ut4ssy+C6LrnvVqtVmKYJz/PQ7/eRZdlGqPnW1hY1g6whZFJdy7JwenpKYeKs6WQT1TAM4TgOarUasizDyckJdF1HvV6HKIpk9sQ+JsO2baxWKyRJQq6ImqZR3uv61Nb3fYiieO2LCA6H8/3gtZnzscIaPQBXvBaAC2NDJqdlN6WiKKLb7V5xw61Wq3j69Cnm8zmWyyUMw6CNJattkiTh6dOn8H2fGkIWWyNJEqbTKVarFdI0RbvdJjNFWZYRRREMw6A4OcMw6DSHGSHJskx3qUwO/Pnnn9PXluc5Dg4OoCgKPM9DURRot9s0oH7ZSRKTO7N/z1yQmaEjM1LM8xxlWfLNK+e95NafytFo9AsAv3hLz8LhvHOYzT1zBbxum2rbNiRJwsnJCR49egTXdZFl2cYv+TiOKdfNdV2Mx2PkeY7xeEy3n7VaDZIkwfd9ktwul0uMx2OYpklRN2VZ4osvviDZEoue8TyPpqzz+RyqquLZs2f48Y9/DF3XSRrsui7lu7K3tVotKmJJkuD8/By7u7vX3rmwrTCzxK/X6+h2uyiKAkVR0PcoyzIsFotXMq/icDivDq/NnI8R1oiWZXmj0ok1b5PJBMvlEnmeUw44cCGbZZnlzIRptVrh9PQUjx49gmmaiOOYahwzIlJVlXLMAZDKiNXYer2Ofr+P09NT6LqORqMBVVWxWq0oZx24kOKysxlWb+M4xunpKRqNBp4/f45PPvmE3PbZZjaOY1JF3YWyLDGdTqkBzbIMRVFAVVUyhGInTovFhWk4i7bjcN4nbnP9/Tdu+rvRaPQP7+dxOJx3C3MFZBJbNr1l8le2yWQFhMmJLk8ie70ejo6OyCRB0zR899135L7L7kd934fruqjVavgn/+SfIMsydLtdJEkCwzDQaDRwcHCA8XiMvb09KpKO46AoCriui36/D8/zoGkatre3qTCZponZbEbmENvb22SUxIplEAQ4OztDo9HA0dERer3eRqFixktskssMmpj8aX3rqigKOp0Ob1Q5nHuE12bOD404juF5HnRd35Dspml65cbyrls/Vr9ZTWdDX0VRqIYfHh6iLEs8ffqU4mk8z6NsU13Xoes6sizDbDajvNN2uw1JkiiPtdPpoNPp0PkMG1wLggBVVWko/OjRIwDAYDAgw0P2rMywSRRFMiVk3w8WeXd5IH4bZVmSEms2m8E0TRpyDwaDje99lmV0g8sbVc77xm0/8X8DwM8B/D8A1g/OSlzcxnA4PzgsyyJX3iiKcHh4iDiOoaoqer0eSWNZOPdNU11N0/DkyRP4vg9BEDAYDOieJYoiZFkGz/NQrVbheR7Oz89hWRa+/fZbFEUBwzCwu7uLr7/+Gq7r4uuvv6ZM1izLcHp6SsVHEAQyfmAZqUwWXBQFBEEg235BEMghsFKpwPd9KoJs8suCzgGQ4y97saCqKnzfR6VSufK1syJ4+T4IuJAcL5dLKIqCdrvNb1g5nNeH12bOD4rVakV5pKxRYrefAK5Eod2FTqcDSZKoOfV9n4a4YRhisVig0+kgSRKqxWy7eHp6isPDQ3z22Wc0mGWUZUkRN6yusjqcpikURUG1WiXnYQB48OABKpUK5vM59vb2rpwVKYqCTz/9FOfn59S0s/et1Wq0HS2Kgra1L4Od34RhiF6vB9/3yWiRwZRZURQhTVPs7++/0veYw3kb3Nao/jsA/jGA/2E0Go3e0vNwOO8c1qSxe5VarUY5qFmWYT6fU8bpbUZLURQhCAK6AWk0Gjg9PUWtVsPx8TFZ2jOH3qOjI1SrVTx48ACCICAMQ9TrdUynU8znc3z11VeI45iCwrvdLmRZhu/7ePjwIc7Pz8nkwfM8hGEISZLgOA7a7TZlwnmeRzmrjUYDmqZRZlxZlhtF2TAMxHFMzfN0OoVpmrBtG71eD1mWkaPx+lT5MkEQoF6vw3VdMpPgcDivBa/NnB8UrJFkCp3pdEpOt2xreVvNYK63lwegrCmL4xiTyQQASKLbbDbhOA4qlQoajQbCMMR8PsfZ2RkMw0AURZhMJojjGL1eD61Wi06CBEEgE8HLX0e1WkWWZdTgWpaFNE0RxzH29/fpfavV6sbzsvtbx3HIj2L962PbUd/37/x9rVarJIW+rJRit6tseJ0kCc8957yX3GamlA+Hw38fwO3X2hzODxS2ZbRtG8PhkKaucRyTE991hg4MVoSYTJgVLbahlSQJ1WoV0+kUhmHg888/x3K5RJIk2NraQp7n6Pf7ODg4QBzHME0TZ2dndK8iCAL29/ehKArm8zlarRYEQcBkMkGWZdA0DaZpYjgcIssyTCYT1Ov1K06BhmFgf3+fGtv1FwSiKG6YUDA5FStovu+TbCiKIiRJcq0JFZNJK4pybXPPTB04HM7t8NrM+aHB8r2ZUV9RFOh2u5hMJhuGQ9fBZLkANoyG1snzHPV6HQCohrbbbXS7Xfo3bKC7Wq0ooq7f78P3feR5TmaF7Jzmptp/XZwdM1sMgoDMkdjwmsEGuM1mkyTLjPXtKPs6Xpc8zzGfzzcMGJMkudOWlsN5F7zMTOnbt/UgHM77hiRJ2Nvbw87ODubzOd2GJElCdyq3wcwQVqsVGSY1Gg2KoEnTFFEUoSgKhGEI4KKgOY6D8XiM3d1dVCoV7O7uYmtrC8fHx2S+9OTJE3S7XSrwTLa7WCywWq3Qbrfp5ifLMmqOz87O0O12rzSFgiBsFN4sy6hgs8kwCyhn2a3Ab7bPq9UK3W73xqm3YRg3vthg3x9248rhcG6H12bODw3WYLKBbhRF2Nvbe6n6hkW4CIKAKIoQhiGSJIFlWfS+LNaFqYk0TUMYhhtNraZpODw8pJiYR48eIQgCyLKMyWSCKIoAXGw+m83mhuNuURQv3foCIMfgKIpwfHyMKIpI1qxpGmRZxmw2Q61Wu3KLur4d/T6wcyBFUVAUBSqVyq0Ddw7nXfPSq+zhcPgMwHpIU4qLcPH/gtvhcz4GJElCr9cDcLPE6CYMw4Dv+xub02azCUEQ0G63Yds2ZFlGURSI4xiz2YxCx2VZxnw+R6VSgW3bePr0KaIoguu6iOOY4mQmkwmSJMGXX36JJ0+eYLlcotVqIc9ztFotJEmC+XyONE1Rr9fR6/U2nr8oCiyXSwpRT9OUjCWCIIBt29A0jcyU1ouaruvY3d290TH4Lt8zFqGzXC75ZpXDuSO8NnN+qJimee1m8joMw6BBr6ZpWK1W5JrPhsnMp6FarWI+nyMIgg11FACqlezjlWWJer2O+XwOXdfpNIfVSAa7H2XGSbdtJnVdRxAEFFtXqVQo4o45+rNh9mQyoVOayzmpURSRyupVI2UURUGtVkOapjxCjvNBcJef8P8bwB8A+GMA/xKAvw7gHwD4H3GR48bhfDTc1qCuN3yNRoOKS61WI1v7dcddURQp1JtFyMznc0RRBF3X6f2r1SpkWUar1cKzZ8+wvb1NsTJhGCIIAnIHZK7BtVoN/X6f7Od7vR7dywZBsLHBZXevkiTh+PgYlmXBtm2SJ9VqNSiKQlvZy9zWWK5b398ky6rVavT18yaVw7kzvDZzPnokSSIJb1EUAEBnOtf9W2Ys9N1336EoCuzv75Octtls0g0oc961LAvHx8dYLpf0d0z5w2THs9kMu7u7lBjATAUvN5GiKGJnZwdZliEIAjJRrFarkCQJlUoFx8fH5Ocwn88BAJ988gk11EVRwLZtVCoVLJfL11Ih3XWD6rouXNelO14O511wl0b109Fo9I9+/ef/dzgc/rej0eiPhsPhf3efD8bhfGisB4Evl0tqVjVNg6qqUFUVSZJcachY5A3LNqvVatA0jZrVJEmoyXv06BHiOAZwcWsCANvb21itVvjpT38KTdPofRnstpVNfb/99ltomoZKpUJ5riy0XJZlSJKEIAjQarWo2DNziFdlfWIdxzEURUEYhiQ5YlNkbonP4bwyvDZzOACZAIqiiF6vRxFwN8G2mMzEqV6vI0kS2LYN4Dc3ra7r4vT0FH/8x38M13Xx6NEjfPHFF2Ss6Ps+ZFmm21VFUXByckJOw5ZloVKpoCgK+L4PURSxWq0ows00TSiKAs/zUK/XoWkaHj9+TH4PlmUhDEOKnwN+4+i/7hVxX/i+j3a7jfl8jnq9zt36Oe+EuzSqyXA4/JsA/hmAfxlAPBwOf3bH9+VwftCwW05FUaDrOlzXheM4kCQJaZqi0+mQlDdNUyyXS2pIW60WLMuC53koyxKdTgdhGELTNCiKgul0SrlpbJPJ7klY3EutVoNhGKjValgsFvT+67DJrq7r8H0fcRzj6OgI+/v71DQziVFRFHAcB/V6HfV6/ZVDxi/DZMsAyEiK3b6ywHUOh/Na8NrM+ehhWz9VVSnH+2Vy2GazifF4jNlshgcPHiBN0ytu9FEUwTAMHBwcUFMbRRFFuKVpiiAI6HMPBgMIgoAgCMh7YrFYoFKpYLVaoSiKjXx0z/OQ5znyPKeBMHtfltnOXlusGygxrwj2b+4T0zSxWCwofofDeRfcpaD9VQD/DYB/E8CXAP49AL8D4D+6x+ficN4ISZJsmAe86QnkarWiW05d19Hr9eA4Dk08WaNpWRZWqxW542qahsVisSG7XS6XlG3aaDRoSrwuJ2a5p1mWwTRNzGYzRFFExkmdTge+728UMFZgms0m8jyH67r48Y9/jJOTEwwGA5RlSVNlJkfWNA1JklxxGHzVG1JJkjYa3SzLvud3nMPh/BpemzkfPSzbfLlcIs/zK/ec1yFJEra2trCzs4OjoyNEUUSmgavVCmEYolarYWtriwa2aZri6dOnqFarUBQF5+fnsG0bqqpCFEU6s1FVdaOuJ0mCsiwxn8+RZRkePHhArsaiKMJxHLiui+VyiTiOcXZ2hk6ng1arhadPn1LzzM59DMOALMuvfJv6OtRqNT5M5rxzXvqTPhqN5sPh8I8AnF/8z9EcwB/e+5NxON+TOI5h2zYcxyEToH6//0Y/hyzL8DyPZDgs981xHLqXAUDTT5atulwuoaoqORGygsYCytkGlLkNM4OjPM/pzpRNXEVRxHg8hizLWCwWePLkycYzSpKEdruNLMvQ7/fx9ddfw/d9mgCvVquNCBoA1973vAl3Xk3TYFkWSX85HM7rwWszh/ObGDnDMO7UpDLYSQwAcvtl5zqHh4dotVok3/2t3/ot6LqOfr+PdrsN3/dRqVRQliXliLOYtsFgQANj1qyy+1MWe7Pe/GVZhkajgfF4DNd1sbW1hfF4TJ+fJQcsFgtSJbF82PvkcqY6h/OueOlqZDgc/m0Afw1AAuA/GA6Hf+fen4rDeQMURUGFS9d1Mjh4k1SrVaxWK8RxjOVyCQB0l8oyTSeTCWzbhm3bqNfr+OSTT/DkyRPKFA2CAI7jwPd9OI6DNE3pdrPb7UIQBJycnODw8BDPnz/H2dkZsixDFEXY3t6GbduwLAuyLKPf70MQhCubS0VRYBgGPM9Dq9VCvV7HkydPIEkSuQ6/DOaUmKYp3ce+DoZhcCkRh/M94bWZw7moJ/1+/5XNfnRdx8OHDzdq2nw+x4sXL2jInWUZmQpqmka3r/V6nfJOmdFhGIYwTRNBEECSJDJWAi4GtOy1yGVDQWYmWKvV0Ov1IIoiPv/8c/R6PURRhMPDQwRBQFLhu9Tq70NZlpjNZjg7OyPzKA7nXXIX7cC/NhqNfg8AhsPh3wPwz+/3kTicN4NhGMjzHO12m3JCX7U5KssSYRhS83kZJgmq1+tYLpdkh8/iZlzXxWq1og2k7/vQNA22bWM6nQK4aHYrlQqeP3+O/f19pGmKyWRCUiJ2k9rpdLBcLvHJJ59gPB7DsizkeY6f/exn8H2f5L9ss3uZ5XKJyWQCXddRrVbJ8EFV1ZcWvyzLEIYhZrMZOp3OK02uORzOvcBrM4dzC57n0Y3leu452xYKgoCdnR2S33a7XTqvYf9lZzeKopAKqCgKRFGEBw8e4NmzZ1BVFbIsoyxLMk1kjWyaphTvdl3UjGEYUBQFs9mMXIk1TaNNLbtxrdVqkCTptd13y7KkXNjrXssw8jxHlmXkgHzXmCAO5764S6OqDIdDcTQaFQAEAG92JcXh3CPfNyTbdV26Cb0uXkVVVZimSYVp/fOyKamu62RHzxpax3Gwvb2N+XyOWq2GJEnw2WefQVVV2nxWKhWIoghVVVGtVsmpcDqdQtd1muCyRpY1qd1uF1mWYblcUjg5cNGobm9vYzweo9ls0m1NlmU3fo/SNCW7/Wq1ekUizOFw3hm8NnM4t3BycgJd13F2dkayXmZEyPwTVFXFj3/wO1G7AAAgAElEQVT8YzJAStMUURSR0dJqtcLu7i5tSZ8/f05OvmdnZ5AkCYZhIMsyylGdzWaYTCaoVqvQNA2TyYTUS5Zlkct9lmUQRZFOeliTOx6PKRLONE1Uq1V0Op1bG8yX4TgO8jzfMHm8DtbIMlNFDuddc5dG9X8D8E+Hw+E/B/C7v/7fHM4PDsdxEMcxOekCF1NIURQhCMK1smFJkrC7u4ssy8jAKE1TLBYLyLJMrsCyLCOOYwiCgDzPoaoqvvnmG/T7fWxtbV27AU2SBLVaDZ7nYWdnB8BFfltRFBRjwxpndrfiOA5EUaRGNwgCJEmCPM8RxzG++eYbbG9vY7lcYjabodFoYH9/nwye1qe9TP7Ecl8VRaF7mutIkgTL5ZJufbi0l8O5V3ht5nBugdWs9U0mM0oKgoC2nbIsbwxrsyyjZs2yLEiSBNd18dVXX6HdbmM2m2Fvbw95nqMsS/p3tm2jKApMJhNsb2/D8zzYtg3XdUm9lCQJfQ5W9x88eABd1zEej5GmKRRFofzSZrMJwzDeSD2968d4GzewHM5duYuZ0t8ZDof/F4AfAfj90Wj05f0/FofzdsnznDaenudRo8riYwzD2LCuX4fdmrIs0rIsYRgGbWJ7vR4ODg7Q6/Uwn88pN/UnP/nJjS66rGiy7DXDMFAUBU5PTyEIAizL2thuWpYF13VhWRaACznRZDIhl8A8z9Hr9Wize3BwAMuycHp6Su+/Wq2wtbW18T1hRhB5nr9UcnS5Of4+018Oh3M7vDZzOJuwExZWUweDARkfMUzTpIHqTTVdluUNw8D5fI7lcokkSXB8fAxN02AYBhkeappGTex0OsWPfvQjnJ+fo9frQZZlhGGINE3J+KnX62E8HlOzats2qtUqNbHrja0kSW+kSbUsC0EQUH46gw+YOe87NzaqvzZquLxC+u3hcIjRaPRf3+9jcThvF1EUIcsyHMchKS/LP72LPTtz5WVZqr7vw3VdaJqG5XIJTdPoJrTVauG7774jmdBtaJoG13UBAK1WC41Gg55vHWZZz5pD1liHYYg//dM/Rbfbxfb2NtI0RbVaha7rWCwWVIxlWSbjhjRNsbW1Rfe1lmVdO2HNsmyjiOq6ThvdyxJpDofzZuC1mcO5SpIkWCwWAC5qJTujYUNnAOTCy2rgy5qyIAgQBAFmsxnlnSZJgr29Pbiui2q1ivl8DlVVKQLP932cnp6SXNh1XbTbbZRlibIsUa/XMZ1Ooaoq8jyHaZq07ZUkiTLZK5UKLMsiX4vviyiK1574rA+YL2fJcjjvA7dtVH/11p6Cw3nHCIKAbreLoiiwXC7JwbfX693p/Vm8zGQygWEYqFaraLfbJDPSNI0+dhAEGAwGZK5wG8zJd/0ZWW4coyxLTKdTur9hf1eWJU5OTtBut1EUBd2zLpdL7O3tAbhoLmVZJlfD6XQK0zRxeHiITqeDwWBA+W1BENAU2fM8eJ5HzySKIiqVChV/PpXlcO4NXps5nEu4rgvHcSBJEkzT3Gi4WI5pkiSIogiNRgNBEKDb7V77sYqiwHw+x3w+p5xxJsGVZRm1Wm3jdUKapnj48CHKssSjR4/geR4575umCcdx0Ov1yMyQ3Yiy6LlKpYL5fE51eH1Q/Cp3ouw86VXq7/qA+W1ks3I4r8qNP5Wj0eh/epsPwuG8K8IwRBzHqFarVDhM04TrunfKEsuyjG5b2b1LnudwXZcMEgRBgCRJaLVayLIMsixTjAwzbGJuvJddAdc/v6ZpV6arTO6kadrGplVRFOzs7OD8/BwPHz6k52Duh6IoUoOraRpqtRrOz8/hOA41n2EYotFoYLFYoFqtwrZtDAYD+n75vk9GEOxjcjic+4PXZs7HAHOyr1Qqd1I1lWVJWeWXG64sy5DnOer1OmzbpjrMKIqC8sxN06T89dPTUzrtMQyDcsuDICB11NHREZrNJgRBwHQ6xcHBAYbDIZ0BAReDbNu2UZYlueoyE6ZKpYIoisjxdzabUVIA88e4C2EY4ujoCLIsY3d3lzJY4ziGoig3OvXzATPnfYePTzgfPGVZIkkSKIryyo1SnudkAb9cLtHpdNBoNOD7Pur1+kt/cbPMMVVVqfiUZUmROIIgIEkSxHFMgd/ARRFmtyvMfKHf7yPP8zs76yZJQs/OgsDZ9DUMQ7pZbTQa6PV69LUwWS7La13PifvRj35ERhLrX3uWZZhMJnTrw25tdF3nMl8Oh8PhvFFc10Wj0aC687JINJaHahjGlWEuu/f0PA+7u7sAsFFnV6sVFosFoijC/v4+ZbDneU7KIpaZWqvV6LzFdV10Oh3U63W8ePGCGk/HcdBoNMjE0DRNzOdz1Ot1FEWBPM8RhiGSJEG324WmafB9H4vFgra8zH04SRJYlkVmjcBFY82a5lqtRpntmqaRXJklDLAmnWWsAxf1fL3O8wEz532GN6qcDx7btsl9765SXQb7BR3HMU1hWXbaq8hg2ORzPastDEParOq6Dtu20Ww2MZ1OYds2NE2j4jObzVAUBbn7vow0TfEnf/InKMsSzWYTw+GQmkjbtvHLX/4SrVYLRVGg1WrB8zxUq9WNgqQoCmq1Gpk8ABf3Kmyjyj4eM1UyTZPeX1XVDbMJDofD4XDeFLqu4/z8HGEYYjqdotls3nqrqes6tra2bhwu3+ZkmyQJ+VKw85mjoyOKnYmiCNPpFEVRIAxDDIdDqKpKEXJMtnt2dob9/X1YlkWOwt9++y29LimKYuNW1XEcMlRst9vkHCzLMsXhMKPE9UbV87yNbalhGKjVaphMJiiKYqN2s+aVqcPyPKfM1vXh9tumKAoa2K/fEXM4l+GNKueDJ8syVCqVO0t112E3lqyoMFdcJv1dbzwZRVHQtlQQBLRaLZLCMqIowmq1AnBRVFiRKYqCprUsQFwQBOzt7cHzPPqcgiCQ9MkwDHLzZYRhSL/gPc/baECn0ym63S5+9atfQVEUtNttPH36FFmWwbKsjQZ83Q0xz3O8ePECnU4HBwcH+Oyzz+h7BIDMpTgcDofDuU8ajQblfAOgGn0bd639l2XFrVaLHPar1SrKsqQM9jRNaXvp+z52dnaohrJhdJIk2N3dRbVapfxTx3Hgui62t7eR5zkMwyCJL1NtXTc8Zk0tM35yHOeK9FmWZdqcstcW7IZWURR6vkajAc/zUK/X6fOw1y9MSfWuWK1WKIoCQRBAlmWuzOLcCG9UOR887Jf+61qrswgW4Dcb1suW9owoiihblBkiqKp6xSlPEAQEQQDbtpGmKer1OtrtNiRJov9qmkZ3nrZto9PpQJIkpGmK09NTTKdTPH36FJ7nkbyHUavV0Ov1sFqt8Nlnn20Uu0ajgRcvXkCWZXS7Xcznc4zHY1QqFZIRXfe1sTta3/c3ikaWZSRDYrIpDofD4XDuk2q1CsdxAODamvW6MFkx816QZZnMkERRRJ7nqNVqyLIM3W6XNp/MMZjlnQqCgDRNIYoiNE1Dp9PBcrlEpVLBdDrF9vY2kiRBp9MhT4osy6CqKkXCnZ6ewjTNK5tNx3GQZRlM07zi1stceiuVCnzfpxOcy5tJWZavJAsoikIN+LvapgIXrzfYhpnfxnJugzeqnA+e6xrF10UURXL/vU76y25NWfN2kzxY0zR6rkajgTAMIYoiZayygsKmrsw1mBXFKIqgqiqOj4+xvb197S/ywWCA/f39K1vOXq+HdruN09NTHB0dYWdnB7VaDdVqlQLHryv6oihiOBzC87yN4hZFEer1Orn/cmdADofD4dw3oijeKtl9XVRVxcnJCSzLotq6bibEjI3yPIeqqjBNE77vk5EgG+g6joNWq4UoivDgwQPIsoyiKCgXlUXQZFmGer2OIAigqiptQX3fR7vdpvtVRlmWCIIA7XYby+XyiqIKAHlypGmKoigQRdGtpknrsPibd9kgWpZFyjD+moJzG/yng8O5hCiKN0pcWVg4m6BehhUYRVHQ6XSwWCxoKur7PhlD9Ho9mtweHx9jsVig1Wphf3+fpDBJkuDhw4fXOh6yTW1RFNfe5UiShAcPHsCyLBRFQXcurGDehKqqV8ycDMOAbdsQRXHjTobD4XA4nPeNNE3JWEkQBHLWbzab1NwxY6N11s961pVWqqoiCAKMx2NEUQTP8wBcDK5nsxk0TcNsNkO73UalUiF3X/YMkiQhCIIrDadpmhQJB1w0rlmWoVqtolKp0Mb3OthGNo5jnJ+fwzAMFEVBry1ugmW8r0fLvQsEQXijW3LODxfeqHI+WtgUUtO0O00hgQspTafTQVEUtAldLySO45CBEgCaynY6HXzzzTfQNA3L5ZKMIRqNBuI4Rr/fhyiKZG6Q5/mNEl3gN0Hky+US9Xr9xn8nCALdll6WAN2V9buZt0me51gul5Ak6U4OzBwOh8P5uGEZqOxWVNM0vHjxgprN3d1dFEUBTdMQxzG9n+/7WK1WkCQJtVoN8/mcNqvMRInJdplb7v7+Po6Pj7G3t4fDw0OKamMpAJZl0WuC6+ovi7OL4xie58H3fWiaRo2kpmmkvmL+Fmz7yNx6NU3DarWiwTmLxLmJ9Wg59vVwOO8z3BmF89Eyn88RRRFms9krvy9zGg6CAFEU0dvX7y3SNCWzBFZQmDEEKw5RFKHX65FhApvGsgLCAsWzLMP5+Tm+/fZbjMdjGIYBx3Gg6zomk8m1z+j7PtI0RRzHCMOQ3s4y49YzV99HPM+jXNv1FxQcDofD4VzHenYpa+7YwLYoCsRxjDRNMZ1ON9RFURShVquhLEuMx2MEQYDj42Ocn59vuPCWZYlut4tms4kkSfDgwQMaWgdBgPl8Ts8hyzJ6vR663S50XUcQBDg5OcHp6Slc1yWDKNbYep5Hf8ckxp7nUTzcbDZDEAT0zOu574IgoF6v3ynGJwxD+rwczvsO36hyPlqKoqCbzVfBcRwsl0vM53NYlgXLsmgaqygKNE2jhjMMQzJ5GgwGiKJo4zaEbVN1XUev16NiCoCms8BFfM3z588RBAEGgwF2dnZQqVTIZfA6JElClmUIw5AcDuv1OsmPPc97qUzoTRCGIQRBeGXZsKIo5JzMb1g4HA7nzVKWJXzfhyAIJD99X/F9H77vwzTNjWcty5KMjgCQq26SJKjVapAkiW5L+/0+ueBmWbYh/WXGTYqioCgKPH/+HKIoYjweY3t7G91uF2VZwnEcmKa5cZJTliWePXuGSqVCDeDl2swkw7ZtY2trC57nod/v0zCaZZO3Wi3KV4+iCNVqlTLaL3tMGIYBWZapEb8LqqpSViuH8yHAX/1xPlpYQbh8k/ky4jimPNRarYY4julttm2TTPVyPpimaSTPyfMci8UCaZpiPp/THSgLE2+323TfAlxYudu2jcViAV3Xsb+/j6dPn5Lz33UYhgFRFJEkCer1OsIwxPn5OZIkQZZlG8/meR7SNIVlWXeWQd8F9uKCTblfpVmtVCpQVfXWm2EOh8PhvB6+79OWUBTF9zrPcrVaUY1ljWpRFJhOpyjLErVajd6u6/pGrVmPmTNN81rPBU3T0O12MZlMSL7bbDYRxzGdCJ2dnaHX6+H4+Jji24ALGe7W1hY58DLH4PF4DACo1+uYz+dYLBaIogjHx8d4/PgxRFHceP1RqVTIsLFWq6EoCiiKgrIsEUXRtR4TrBm+3LBzOD8UeKPK+WhRFOW1srssy8LJyQkAYLFYwDAMlGWJ8/NzmKZJ0p/bbkyZ2x27SwUuJq5JkkBV1SvP1mq1sLW1hX6/j06nQ9Pc6wydWEC5rusk+T04OEC326VJr+d5aDabcF0XURRRSDh7MfCmYC+AWMj5q8I3qRwOh3M/fEgRIZqmwbbtjZqXZRmZ8sRx/NKtcJ7nkCRpY6NYFAUcx4EoijBNE2VZwjRN8o1I05ScdzVNw3w+h6ZpZJbE7lUty9rIRWUuvMvlEpPJBDs7OwCAfr8PVVWvfW3Q6XToGQHQfwVBuNVjIs9zTKdTALe/7uBwPkTe2qvA4XBYB/A/A7AAqAD+1mg0+v/e1ufncN4Uuq6j0+nAsizEcUzNZVmWUBSFpEUsysW2bcpNZflsmqbB8zzMZjOkaQrHcfDpp59eCeAuioI2rw8fPoQoii/NPpvNZtB1ncwgGo0GFEVBt9tFmqZIkoTuYlmoODOReNOuvuyFgyAI7/W0nsP5WOG1+ePFNE2Iovhapxlvm1artdHEAb+JpmMmhLfheR48z7vidsscfFltrFarCIIAvV4Py+USg8EAqqqiKAoMBgNMJhMoioKjoyOYpokwDFGr1SgNoNlsQhAEqKqKr776CnEcYzAYkBqKSXUvbz6LosDp6SlEUcTW1tYrqYjSNKXXGDfFzzEDSFEUr00S4HDeV96mnu5vAfij0Wj0rwP4DwH8/bf4uTmcN0qtVoOiKKjX6xsFnhWCyWRCBa9SqSBNUywWCwiCQHcw/X4f1WoVvV4PlmWhLMsrLxbYttU0TSiKglarBUEQSAZ82V4f+M2UPAxDmKaJNE3pVofJkhzHgSAImM1myLIMg8EA9Xr92ry2oiiQpulrfZ8EQUC1Wn3v7584nI8YXps/YgzDeO+bVMZ1stZGo4FOp/NSdRRzuwVAA+GyLBHHMWzbRpZlkGUZURRhPp/j8PCQ6qckSTBNE0VRIEkSOI6D8XhMBom+79NtKzNXzLIMe3t72NraQlEU2N7expMnT9DtdtHtdq9ssKfTKcIwxGq1wmKxoLeXZQnXdeE4zrX1HviNezBrtK/DdV16vnUDSA7nfedt6ur+LgBm3SkD4P+fwvngYBLW9biXoigQBAHdvui6TiYHhmFgsVjQtjWOY3pRwO5ajo6O0Ov1rs1DVVUVq9UKvu/TLUsQBCTXCoLgSmFqt9s4OzuDrutwHIcMk9idy7qsiLkX3lTky7IkSZFhGNc2shwO54OG12bODx5mVqTrOtU7z/PIkb9arUKWZZyfn6NSqWA+n6Pf75PnxPHxMTnwsq1sHMdoNBrkOeH7PoCLxlHXdXieB9M00Wq1qO7ftClljSZ7rcBgjaUkSfB9/9ptqCAIGyc77PXBemMvyzJ83+d3rJwPjntpVIfD4X8M4D+79Oa/NhqN/mQ4HG7hQmb0n97H5+Zw7gtm3FAUxUZ2qSiK1Cy2221EUURNpaZp2Nraoo1kURQb02td1/Ho0SMIgoD5fI4kSdDtdukOR5Ik9Pv9jRsiWZbx4sUL5HmO3d3dK88pyzIqlQpkWUYYhnQbyizv8zynsPNGo7FROFkRZoUsz3OUZYlqtXrnKSwzZqrVavzGlMN5j+C1mfOxoqoqOp0OoiiC7/vkvs+aT2a4VKvV6DymWq3CMAx89dVXJO/d39+H67p0/gOA1FWKolCkjGVZlD9+lzvgVqsFRVE2Xk8AF68B8jy/8trhJphBIwDKawcuVFksZofXZc6HxL38tI5Go98H8PuX3z4cDn8LwP8K4D8fjUb/+D4+N4dzX6RpSlJW5sx3mesMmlzXJVMjZnG/WCwQxzGyLCPJ0Hw+p2zWTz75ZKOorf+ZOQWapkm5rJep1+vwfX8jVy3Pc8iyjCzLrnV4jKKIrPLb7TYURYEsyzBNE3Ec32mbmqYpOR8yq332fePFkcN5t/DazPmYYbJd1vyxJq5SqSBJEui6jsFgQHeeoigiyzJUKhVkWYZOp4Nms4nBYHBlM6ooCjWU61vPyWSC6XQKy7Kwvb194zaTGTJdRlVVtNttlGV5p9zTJEmgKAoEQYDv+1BVlV4/XGe+yOG877y1G9XhcPg5gD8A8FdHo9Efvq3Py+G8KZgbbxRFr3RzmaYp5aqye08mEXYcB41GA1EUwXVdlGWJNE03blGyLEOSJHR3yjam6zc3l5FlGfV6faMZZdlxYRjCtu0r+bFJktCty/pNaq1WQ7vdvlORZBLjOI5po7tYLDCbzV45r5bD4dw/vDZzPgRuus98HVjjJggC1Tz2NuaMzxpRWZbR7Xah6zparRY0TbtWvss2ts1mkxrb6XSKo6MjtFot+L7/2l4Pr5JQYBgG+U+wKBw2KOdwPkTe5orjbwPQAfy94XAIAM5oNPq33uLn53C+F5fvQO6KZVlwXZduYCaTCRkmdDodnJ2dodFo0A1Jt9ulqSuT8QiCgDAMUa1W4bouSYrY3yuK8tKNJ9uiso/N3IoZ1WqVnAvv6tBbFAWKoqBtKbt7zfMcqqrCdV3aGGdZdqdml8PhvFV4bea81yyXS4RhCE3TXjn3fB1VVWFZFvI8h2maEASB3IQv17wwDOE4DjRNQ61Wg+/7kCQJjuPc+AxZlsG2bWoqgyDAcrlEnufo9/u3bjSTJIEoileUR2VZkumhZVkwTROe5yEIAtTr9Ssfkymu2LB4PB7Tx+TO+5wPkbfWqPLCx/lYYW69rKk7PDwkie9gMKCt6Pb29hV5D7PjF0URYRii3W5v2OkfHBzAMAxkWQbDMF46dWUSJ/bndURRRBAEmM1mWC6XePz48a0faz27bT1sXZIkaoZN06ToG14kOZz3D16bOe87URSh2WxuuOG+Lpfr0E3DUxYz5zgOKpUK8jy/Mty9zLqpoizLcF0X+/v7MAyDclSvw/d9eJ6HsizR6XTIfZh9PuaLEQQBRFHE0dERReGx2LrLNBoNvHjxgs6KeCQN50OFH41xOG+AsizpBpSRZRltFFVVpSIryzJtP2VZpve7rsnUdR1hGGIymZCDcK1WI8v6SqWC2WwGTdNgWdatjarneUiShKJ1roOZRRwcHJBd/03keQ5RFKHrOpIkuVYOve6OzOFwOBzOq8Ii1d6m67xhGLBtmxrToihudN1df5+vv/4auq6j3W5T7bsp4zXPcwiCgCzLUJYlwjCkQfJyuYSmaQiCgNRJ9XqdhtdFUVAG7k3PsrW1RR/zrtJhDud9gzeqnA8OZkaU5/mt0Spv83mYG7BpmlTIWF6q53nQdZ1MDfr9PtI0xWeffQZd12kbehOs6DFn4Gq1Sh87SRKKqHEcB6qqXmvWkOc5WeU7joNOp3Pt5+r3+zg+Pkar1Xqp+ZGqqtA0DWma3ssLCHbP867/78vhcDicd4dpmm89i7tarULXddi2jfPzc+i6jmq1Shms16FpGnq9HlRVxXg8pvi362ppEARYrVYALs6Dzs/PoWka4jgmOS8bYq8Pe8uyxNbWFm2Zb3MSZnW5VqtxIyXOBwtvVDkfHFEUoSxL6LoO3/ff+caOOf2xCBfWqDLjJQDUSJZliV6vt9FMvuxuU9d1kgExS33govikaYp2u00mSSyK5jJs8srufG6ChZHflZsmxd8XFsIOXEiYPpRAeg6Hw+F82DBDQN/34bouRFFEmqZQVRVZlmEymcCyrCt1SRRFNJtNjMdjipVL0/TaRpUlB8RxjLIsKd6GxcO1222kaXpliM3cge8yHJYk6bV8NTic9wneqHI+OFRVxWq1gu/778UvYebCu96kAqBCxm42WU7bq7Ju4hRFEdnlA9gwemi32zduQVlA+W2GRnmeU3PYbDbfaSg4i+1hf+ZwOBwO522wWq2QJAnG4zFF2ezv76NSqeDg4ACNRgOu6147QNV1HVtbW1gsFhBFEaqq0vZU0zSq5evKqEqlAkVRKCEA2HT6Zc0sH9hyPkZ4o8r54JAkiVxvb5O9vE1umm6+aZfby4XKNE2amgqCcGuoOCuaNxGGITWnzGH4XcHs/QG8dckXh8PhcD5emP9CWZbQNA2GYcAwDARBgCRJcHx8jO3tbQCbzvydTgeSJEHTNGxtbVEt9jwPjUYDtm3TjamiKBsnOKqqXluf4zjGcrmEIAjkVszhfEzwRpXzQfKuG1R2JxvHMVqt1q2TziRJaNOZ5/lLby6TJIEgCBv/jjkOXpfhpus65vM5mR/dtLktigJlWd64KdU0jRyF33UxFATh3mTFHA6Hw3l/cV2X4ljelrInyzKS3dbrdRweHqLVaiHLMnLiBYBOp0PKpDzPEYYhDMNAnueYz+cwDAPVapVMkiRJQqVSwWKxgKZpV76ePM8xm82wWq1QrVbR6XQ2aj8zTRJF8Y1myd7GarUihRh36+e8a3ijyuG8BkmSYLVaoSxLvHjxAp9++um1FvGO4yCOY+R5Tk1ipVK50TkwCAK4rouyLNFqtWjCOp/PIUnSRobq5edhVvrXsR4lU6/Xry0+iqKg//+zd6dBsuVpfd9/Z8l9r/V2356Znh7QacvCdggrGCx2CwtJKCSwhGUGBBMSSIogZEAYBDJYL4QJhaUwRGCsBcYCswohsEIyCltWCCFhSYAXwYw4MEvP0HfuUlW5nsw8eVa/qHvOVN1bVbeqblbmyarvJ6Kj62aezPPPiu775PNfnmd/X9L5EwHP9k0FAGBZFotFXkthMpmspAaF7/saDoeSpO3t7bwv+WQy0dHRkSaTiXZ3d7W1tSXTNOV5nubzuWazmbrdbh7nS6WSZrNZHq9t25Zpmtrb2zu1QylNUyVJoiAINBgMNJlMNB6PZZqmJpPJqT6tWRKcpulKdjll1Y2z7c0kqli3579ZA3ihrOJukiR55d6zZBV9wzBUmqb5z1EUqd/v5yuYmWzFNTsXk0mSRKVS6dwZ1W63q/l8fm5QD8Mw72W6WCzO/VyGYZybpEZRpA996EP64Ac/mCe9y3ZeMSgAwO2XtV7xfV+WZcn3/Qsr7fq+r9Fo9FK1DIIgyFc6wzDUZDJRHMfyfV97e3sajUY6PDzUaDRSo9FQqVRSrVaTYRgyTVP7+/t5Jd6PfvSjGo1G8jxPpVIpb12XSdNUh4eHevTokT760Y/K8zz91m/9lpIkydvZPavZbKrVaq1kJ5lpmiqVShoOh5yJRSGQqALXYJqm3v3ud6vdbqvb7Z579rPdbisMQ21tbeVVelutlsbjcd4Q/ODgIK8InJ05rVarp4LE1tZWvsr6rNFopNlspna7fe7sZ6VSkW3biqLo2rOy8/k8L8o0mUwkHQf1rO9bds1wOLPHG+oAACAASURBVLzyl4YseD98+FDT6fRa4wMAbDbbtvO2LlnSeHh4eOYkZpIkeQHAbEX0qrIk8vDwUMPhUIeHh/rwhz8sSfnEsm3bqlQq+Rja7XZe1DCL/Vm7tldffVWWZeUVghuNxqkdSHEcK45jdbtdDYdDlUol9Xo9vfLKK3r11Vcv7NO6Kjs7O9rf319p31rgPOzfA66pXC6fuQ1XUj4bXCqVzkwubdvWfD7Pt9iEYaj5fK56vX7m2czzCi0EQaDFYqFqtarJZHJuX7WTlYMvK03TPCFttVpqNptqNBoaj8d67bXX8hYyWbn8crms0WikWq2m0Wh0pSrHURTlwXs2m639jCwAYD2ySvnZjqRndx5lsh1AURQ9d/QmW2mtVCrn7jQKgkD9fl/T6VTtdlulUknj8Vi9Xk8f+chHtL+/r3e+851qt9uK4ziPzbZtnxnXt7a28hh4Xi9y27ZVq9U0nU71aZ/2aZrP53rjjTfU6/XkeZ4ePnyoXq+39tXM7Pfp+758389XkoFVI1HFnZOmqUajUR54TgaT7OzIyxRw8DxPs9lMSZLk511838/L03c6nbx1TaPR0MOHD2UYxrVmUm3bVpIkms1mMk1Tjx49kmVZ2t3dfeltQlmFQ8MwNJ1O1Ww29frrr+fPT6dT2badVyPM7hcEwZUDWlaKfzwer70vLgBg/Xq9Xt6G7mQ8y6rbZ5V2gyB4LrHzPC/fvZQVGnxW9ni329V0OlWj0VCv19NkMtH+/r62t7fled6p6rxnieNYnufJtu18tXWxWOjg4EClUknb29unxn9yMjo7fxpFkZIkUbvd1mw2U7Va1WKx0GQyydvQrVq2Yt1oNDQcDq/UYx1YFhJV3DlBEOSBLVuFlI7/Uj44OFCapmq1Wtde1cvOmYZhmJ8p9TxPjUZDk8kkP4PTaDRkGMapCoGVSuVS98gCdVaoIUmS/PyM53mn+pBeV7ZV2DCMvLfbSfV6PQ+y2WfZ3d1VGIaX/hwnnTVDDQC4m0ql0qmJyyxGJ0mira2t/EjLWUlotVrVaDSSbdvnTjxnW3uTJNFrr72WryJ2Oh0dHh7mK60vMh6PZRiGBoNBHg9Ho5H29vY0nU4VhuG5x4OySewsnmcrutn71ut1TSYT1ev1lfc2z8Z08gwvsGokqrhzTq5CnpylDMMwT8oWi8W1E9VWq5UHlixhq1QqGo/HkpRX0hsOh2o0GnlwvEwgyM5yRlGkTqejer2el65vNpsaDocql8tLqcpbqVTy5LFcLitJEvX7fcVxrF6vp3K5/FwQz7ZsAQCwTIvFIq+cn1UGPk+z2czj43kGg4EODw/V6XROrXhmq6yHh4fyPO/cozcZy7K0WCzyCeQkSVSv1zUej/PdQufJ2sBkx4BO3qdcLmsymeQxftWyFevrTj4Dy0CiijvHsqx8FfJkQlepVFQul7VYLF6qh6dpmvnrPc+T53mq1+va399XmqY6ODjIG4pXq9V8C9NFgTCTzf622+38TOvJ8WftZZbl5Jiyokn1el2z2exS4wUAYBkqlYqm06lms9mlai5clNyFYahHjx7lK6+dTufU9uGsWJJhGAqCII93URTp4OBAg8FAvV5Pu7u7arVaeZXfbPI2qwr8Iq1WKz9L+2xM7XQ6eYHFs94ra+Vzk+dHmXzGupGo4k46b4ZyWecj0zTVYrHIz3UcHR2p1WrJNE1tb28rDEPVajWlaXqlmcqs6fdkMjnzzMp8Ps8r+173jGqaphoOh0qS5NQZ3mxV1fM8tukCAFbKNM0Xnhe9rDRNNZ1O9eTJkzMr99fr9bwF3ckJ4axdTq1Wy3dmZVWBswJQV6mWWy6Xzzz7mdWIqNVqZyaKaZqq3++r0WhoMBicW9gR2HQkqsANGI1GeSXfg4OD/AyndHzuxjAMPX78WNLx2czs2mazeW61vziOdXh4KMuyNJ1O8wIM2eptEAT5VqPxeHztVeEsEJdKJU2n0/x9svOwZ0mS5MIerAAAFMn9+/fzVjLPTlybpnnmhGy2C8rzPHW7XVWr1fxsaRiGS5nsjqIoLwL18OFDbW1taXd399QYT54fXce2YGBVSFSBGxDHscrlslqtVl7596TFYqFyuSzLsjSfzzWbzdTpdDQajS5MVLMtSL7va39//1TZfsMw8qrFL3NGtVQqKYqiU0nwRbLeqaZpPhdMAQAomiw+Z73NL8u2bd2/f1+vvvqqJOWTs3t7e0rTdCnbZLP3nE6neTX/NE117969U9dlFY85P4rbjEQVuAGdTkeTyUSdTufMsyPValWz2UxRFOUrqln7mvPEcawoijSfz9Xr9TQej9VsNvPns8bh2bak67Jt+8ygG4ahLMs6s19ds9mU7/sUXQAAbIRarfZcNd3Dw0M9ePBA7XZb73rXu86ceA2CQPP5XLVaLd8yvMwJWsuytLOzo3q9rgcPHujevXtKkkRxHJ8aq2VZLxXrgU1AoopbJY5j+b6varW68gIA0+lU0+lUlUpF8/lcaZqe2dZFUt7rNLO9va04ji9cCc36vqZpqnK5rNlsJs/zZJpmfp/LJonz+VymaZ57/bNBdzKZaDabSdJzq6ZZjzXbtimwBAAolKxeRDaZaxiGfN/XcDiUdHz8Jotdh4eHun//vh49eqTFYvFcIrhYLPT2229rZ2dHR0dHeuWVV567XxYvG43Gqcnkq8h6stq2rfF4vJbvNEARkKjiVjk6OpJt2/I8b+kVcF9kNBppa2tLDx48ULfblW3bWiwWl0oePc/LVyazgkjPFnhoNBpK01TScaKb9Y8Lw/BK48yqJiZJom63e6nxHR0dKUkSmaaZVyzOlMtlCjkAAArJ8zw1m81TPU2z3T/ZTqUs1m5vb+vtt99Ws9l8LjZGUaTBYKA4jnVwcHBm0aQ0TTWZTLS9va3BYJD3aq1UKteq4VCv18+d8AbuAhJV3CrZdtWslcplXyPppQsBVatVDQaDvJjCZQorJEmiNE3leV7eZDzrgzoej09VODQMIz9Lk6apwjDMV1mvIks4s/OsL5L1hsta99xUGXwAAJatVqtpNBrJsqw8fjUaDY1GI9m2fWrVdHd3Vzs7Oxd+H8h6rW9vbz/3nGEYqtVqOjo6Uq1W08HBgSzLku/7ly60lBVTMgxDjUaDnUq400hUcatsbW1pPp+fGUDOEoahjo6OJOnMokeXkSV8W1tbz50hueg1h4eHeSuZLDFttVp69OiRwjBUu90+txS/YRjnJqhZYnmeZrOZbxm+zPmWLFiGYXjp3ysAAEVQr9ef62tqmua5vVjPi5+2bavVauntt99Wq9XSxz72MbXbbW1vb5+K+71eT91uV0mS6ODgQJVK5UqT557nyTAMPXjwQJ1OR+12+6V6uz8r2xVFlX5sAhJV3CqlUulKyebJrbnXWS1M01QHBwd5r7UX9U/Lksg4jvPV0Nlspp2dHSVJks+8ZrO9WbW/7e3t52ZVsyrAWbn8LChm/U/P2y50cmX2snZ2di6dhAMAcFOuU4viOkmZ53l50igd14AYDAZ666235Pu+Xn/99Xxy/NmzqIZhyLIstdttLRaLK7WtKZVKGgwG8n1fe3t7lzreE8exZrOZKpXKhSuw0+lUk8lEhmFQpR8bgf9CcafVarU8abxO9bw4jpUkiVqt1oUzpmma6vHjx/rEJz6hfr8v27ZVrVbzszNZUJOOZ2PDMFStVpNt22o0GprP58+938HBgabTqfr9vqTjSoSWZSmO4/w+y0SSCgBYt8PDQy0Wi3w31DJl51CzJLXX6+nx48dqtVqaz+caj8e6f/++qtVq3uc06z1+lnq9rl6vd6WWcY1GQ51OR91uV/1+/1J1JIbDoaIoUr/fv/BIz2KxyPu6R1F06TEB68KKKu60rAz8ddm2rXq9rtlsduFq6mQy0eHhoRqNRh78zpthrVQqKpVKevjwoR48eKBer6fXX3/9ueuy6r+LxSJ/3XQ61XA41Dvf+U55nvfCbcBFkySJDMPYqDEDAFYnq0Vx1UKClzEej2VZlqbTqWzb1tHRkbrdrobDocrlsl577TW99dZb2tvby3c6ZddVq1X5vq80TdXr9V7qbKlhGOr1elfqzZrV27hIs9nUaDRSuVzm7Cs2Aokq8JJetN1XUr4ddzgc6t69ey9MxMIw1HQ61b179zSbzU5tz8mSz16vd2pLkWEY2t7ezldqW63WRiV88/lcw+FQpmmyJQkAcKbt7W3N53NtbW0t/b1t286Tza2trXziNEsC4zjWZ37mZ+Z9TY+OjjSfzzWdTjUajTSbzfTGG29oNptdOhFcLBb5Tqvt7W2Zpnmqyv9ldnv1ej3NZjO1Wq0LY2e5XD7VGg8oOhJV4AZlSWa73ZZpmtra2rpUqflyuZyfVz15fb/fl+/7arVaarVaqlarz7220Wio0Wgs9XOsQtaex/f9vJw/AAAnXbUWxVW0221VKhXZtn0q4TMMQ2+//bak41XJbrcr0zS1s7OjMAw1n88VhqFms5mePHmi11577dL3zBLM+Xx+qu7EZWtJhGEo27av3bMVKDISVeCGeJ6no6MjjUYj7e7untkY/DyGYejd7363ptNpnrQmSaLFYqGtrS2NRqMrF0S6rCRJ8m1P1zm3e12NRkPD4VC2bbMlCQCwFmdNko5GIw2Hw/yoT7aTKetn3uv1NBwO9frrr1+6P3mmXq9rMBicin1pmioIAtm2fe7WX9/39eTJk3wMu7u7G7WLCrgMElXghqRpKt/31el0tFgsFEXRlQoqmKZ5KhnNep9+5CMf0b17925iyJKOz9NmFQQty1pZ0lgul7W3t7eSewEAcJbxeJyvcma7k5IkUbfb1Wg0OrOuRa/Xyyd2z9rpdJFKpfJcTB+NRgqCQGmaam9v77kENEkSDYdDLRaLvLbDptWkAC6DQ2C488bjsY6OjpZemKHZbKrX6ymKIrVareeS1DiONRwONZlMLvV+WRB697vffaVqfVet7Je1uiHoAQDuksFgoI9//OOq1+saDoeaz+dK01TtdlutVkuvv/76uXUpqtXqlZPU80RRpFqtlvdpP0+j0civnc1mF14LbCJWVHGnZWdL6vW6xuOxtre3l/behmFob2/v3FXCLEGdz+cql8sv3CpkGIZs29ZkMrn0Kme/31cQBCqXy5cuPJGdlbEs68bOAQEAUCRhGCoIAnW7XX3iE59QpVJRpVLJCzdlu6OePHmiUqmkXq936vVZi5pltHLrdDryPE/tdvvM98vOxwZBoP39fR0cHORdAJb5PQZYNxJV3GlZAJhOp9cuQJQFt1qtdulKtWmayrbtfAb0soFtZ2dHURRdOoHMqgIPh8NLXS8dJ8SXKfgEAMBtYdt2PiH8jne8I6/cm7WAk45rT2Rt5sIwzGOx53l6+PChqtWq9vb2Tk08p2mq2WwmSZf+nnFWInzWeG3bzldRT1YnBm4LElXcaVkrlCRJrnR+NJOmqY6OjlQul+X7/gtnMtM01eHhoaIoUqfTUafTkWVZl763YRhXWuXMZmU7nc6lXwMAwF1jGIZ2d3eVpqlM01SlUtFisTiVMFar1bzX6sm4na2yzmYzBUFwKlGdzWb5FuKTE8HZ8R/p+LtIFEUql8uq1Wov3DV18mhO1lFgsVgwyYxbh0QVd55pmtfu2ZnNXmZB5kXCMFSSJGq325rP5+cmtnEcazwey7btS1f3zaoCZ1WCpeNqggQuAABeLOubKp195rTRaKhWqylJEj148EBRFOn+/fv5GdHsmmff8+SqZ8bzPFmWpeFwqFKpJM/z1Gw2NZvNLuy37nmexuOxKpVK/h2iXC5TLR+3Eokq8BJOzmReJqGM41ie52mxWFxY4XY8Hss0zUufX5WOz6Nmr93f37/8hwAAAC+UpqnSNNV0Os3bxz18+FD379/XYrFQpVJ5buK7Xq/nSefJlm/lclmj0SjfshuGoQzDkGmaFxYynM/n6vV6Go1GiuN4KWdigaIiUUXheZ6nIAjUarUKWdznKjOZw+FQ+/v78jzvwuqApVJJ0+lUaZpeOgjFcaxarZa/joq9AAAsz9HRUb57arFYKI5jbW9vy7KsC3cvndWTPNvim6247u3tKYqiF05MNxoNjUYjVSoVklTceiSqKLQoiuR53o1U5U2SJF+5bLVaK0nsbNvWfD5/4ZnUZrOZb+G9bCDa2trSbDbT1tYWSSoAAEuUJInCMFS329V4PNabb76pMAzPTEIzYRjKNM1z43j2eLYKe5lJ71Ud6fE8L2+vR0KMdSFRRaFlf3n7vn+p7a9X4Xme0jRVEATyff/CYLMs29vbCsPwUsHoqudNSqXSSxVNStM0b0uz7N81AACbLJvUztrGvGg31XQ6zb9n7OzsXKtg47qEYajpdKpqtarRaHTp9nbAsm3O/zW4k0zTzLfDLLtQQLa6eZXttS8rqyR4XVkyaZrm0hqLZ0ajkY6OjuR5nu7fv6+dnZ1zrw2CIN9qDADAXdBsNtVsNi91bRiGqlarCoJAURStPFF90WruRUzTVJqmWiwWS/+uAVwFiSoKzzTNG6lmV6/XVSqV8r5p55nNZoqiSM1m89rVgZclK8QUx/HSfy/ZtqZOp5NXLzxLEATq9/uyLCvfFnRd0+k0r17IjC0A4LZotVoajUYql8srT/Zms5kmk8m1V3Mty9Lu7u6lzswCN2m937qBNSuVShf+BR6GoSaTieI41mg0WuHIznaySNKyG3t3Oh21221JujBpzHrMWZb10mOYzWbqdrv5jDMAAMsWx7H6/b6Gw+HSY+d5LMvS1tbWWvqYh2GYF1u6bmzlGBCKgBVV4AJZ2firziomSXIjq6+tVkvT6VT1en3pAcSyLL366qsvvK5SqajRaChJkktvgTpPvV7XcDhUpVLZqPM7AIDN4Xle3u88i6HnxegkSfLWcFm7mHXvprqqZrOp8Xh86fZ2QFHxzRC4gG3b2t7eVhRFl9q6k6apDg8P863CL7Mt9iyGYbx0crgMzzY0f5n3WdZ7AQBwlqxn6Xw+l+/78jzv3C2x/X5fpmnq8ePHqtVqMgxj44ohWZalXq+37mEAL22zpoiANSiVSnmwepEkSRTHsTqdjnzff+l7x3Gs2WymOI5f+r0AALiLarWadnZ21Ol08nYrYRieeW12vCVrPfMy22eXaTabLeV7BbBJSFSBJbIsS7VaTZ7nLWU19ejoSPP5XEdHR0sY3fKlaaokSdY9DAAALmTbtjqdjqIoUqlUOneX1NbWlizL0jve8Q7FcaxSqbT27bPT6VTT6VSj0YhkFXfK5uxjADbEMgsnJEmiarV67szvOsVxrMPDQyVJom63S6saAEChWZal7e3tF17TaDTU7/eVpqk6nc6ldlTdpKyQYlY3A7grWFEFCmx7e1tpmhaydUvWo63RaGixWKx7OAAALEXWr7xUKl3Yru1lzWYzeZ73wuSz0WioVqup2WwqDEP1+/0ztyOPx2M9efKEVVfcGiSqQIGVSiV1Op0b6SP7srJKvYvFgoJIAICNslgsNBgMFATBc89VKhUFQaD5fH5jPVCzok6LxUKe5114rWEYajQasixLvu/LsixNJpNT12Q1LZrN5nPPAZuKrb8ArsUwDKoKAgA2Ur/fV6vVUr/f17179049Z9u29vf3JenGtv0ahiHP8zSfz9Xr9Z6razGdTiWdrrJv27aSJJHv+89NEGf9zUejUSG6AwDLQKIKAACAO8WyLM3n83PbzpyXoMZxrDAMValUXiqJrVQqsixLr7zyinzfz8+hSsdJarbl2DCMfAW1Wq1qd3dXSZKoVCo9N96dnR0lSSLLsq49LqBISFSBOyYMQxmGsVE94QAAWKadnR0FQXClozVJkujg4CBPcl92V1Gv15PneapWq5rNZppMJqrX67JtOz+3ahiGxuOx6vW6xuOxarXac0lqJktqgduCb6rAHTKfzzUajSQdl+C/ibOvg8FAi8VCnU6HSsAAgEIyTfOF50/TNJXv+yqVSqeSx3K5vJTeqlkMzpLU/f199ft9vfLKK/nqaq1WUxAE8jxPlmXJNCkvg7uDRBVYsyRJtFgslCSJwjBUo9E4d7b0ZUVRpHK5rCRJ8p+X/f5Zkup5HokqAGBjjUYjRVGkKIq0t7cny7LU6XTyOPeyZrNZvmKaJcGtVkuGYZyKn51OJy+mtO5WOcAqMS0DrNnBwYEmk4k+9rGPyTRNDYfDK70+TVNNJhNNJpNLlbj3fV+z2exGVlMty5Jt2xoMBqrX60t/fwAAViWO43ziOIuvtVpN3W73ueMzaZpeucdprVbTeDxWqVTS9va27t27d247Otu2SVJx57CiCqxYkiTyPE+lUkm1Wk1JkuTV+xaLxZXPl8zncy0WCxmGoclkItu28yINz4rjWJZl5Wddlt2fNSvmcLIoBAAARRVF0bkrld1uV57nqdPpnBubs11Rw+FQhmFod3f30nG8Vqvp0z/90+V5Xh67ryJNU4on4VYjUQVWLDsjOpvNZNu2tra2NJ/P9Z73vEeGYVw5UJmmqTiO81L3WQ+1rLT+s9emaaowDC+9oprNEl/lXAxJKgCg6Pr9voIgyFc0n5Vt9T1PGIY6OjrSeDxWt9uVZVkKguBKx15M01S73b7y2NM01ZMnT5SmqRqNxnPtbYDbgEQVWDHTNBWGYf5zqVS6cnJ6UrVazRPDNE1VKpXObGAuHQfdnZ0dRVF0qXvGcayDgwOlaaper3djjc8BAFi1IAjU6XQ0GAyu/fpyuaytrS1NJhO12+2XiudXkRVzyianLctSrVZjohi3CmdUgSVLkkSz2UxxHJ/5fLvdlm3bCsNQ/X5fSZK89D0rlYoqlYq2traUpumZM8MZ27ZPJbcXCYJAtm3nZ1sBALgtssJ/1y2MVKvVlKapgiDQ/fv3tb29vbKqvNnxodlspjAMNZ/Pr1zjAig6ElVgCcIw1MHBgfr9vo6OjjSfz/OVyGdlCWK325VhGFosFksbR6lUUqfTWVqhpGq1KtM0tVgs8nO0AADcBrVaTbu7u9eOb9muKMuyljbxfBXtdlvb29sql8v50R7gNiFRBZZgOp2qWq0qjmPN5/NT/dbOUqvV5HmekiRZ2Tahs0ynUw2Hw3NXfw3D0NbWlnZ3d2+sZQ4AAJsqiqJ8y+15sfQmWZaVn49dRsscoEhIVIElqFQqeeKZFTHa2to6d3ttpVLRK6+8or29vbU1784aiEvSeDyWJPm+r4cPH+rJkycrnxkGAOAmzGYzDYfD/FznMrXbbUVRdKM90F+kWq2q3W5T/Re3DsWUgCWo1WqqVCoyDONalXvXIdsmdLJC4Xw+V6vV0nw+VxiGG/E5AAA4TxzHGo/HqtfrGg6H2tnZWer7Z9X7ASwfiSqwJOtaGb0u27bzCsBZNd96va7BYCDbti885xoEgcbjsSqVCiXxAQCFle1sWiwWsm2+9gKbhP9jgQLKtt3edPJr2/apwF2pVHTv3r0Xvm48HqtarcrzPNVqNYI/AKCQTNPU7u4uu4SADbSyb5eO4zQk/biknqRA0te4rvtgVfcHNkUQBOr3+5KOz7kuq4LvMpXLZXmeJ8MwOBMDbDBiM+4Cy7LyWJWmqabTqUzTVL1eX/PINp/v+4qiSPV6feN2lqH4Vvlf1NdJ+lXXdT9P0o9K+tYV3hvYGFkD8XK5rCAI1j2cM7Xbbe3s7Ghvb4/m4sBmIzbjTvE8T4vFIv83ri+KIg2Hw/w4ELBsK0tUXdf9Xknf/fSP75REV2LgDCdneIs822vbNkkqsOGIzbhrDMNQkiRK05QYtiT0b8VNuZGtv47j/ClJ3/TMw+93XfeXHcf5p5I+Q9IX38S9gU1nmiYVBAEsHbEZkJrNpkzTlGVZhTxas0ls21av18u3/gLLdiOJquu6PyTph8557oscx3lT0j+S9J6buD8AADiN2Awce5mkKk1TjUYjxXGsTqdz7WKCaZpqPB4rTdO8F2sYhqrX6xu10lupVChShRuzsq2/juN8u+M4X/30j56keFX3BgAAzyM2A1ezWCwUhqFs25bneZd+XRRFOjo60nA4VJqmms1miqJISZJoPB6r3+/L933OegInrLKnxAck/fDTrUeWpPev8N4AbkAcxwqCQJVKhWp/wGYiNgNXUCqVFMex5vO52u32pV/neZ5KpZIWi0Xe0zUMQ0lSo9GQdHx+lvOewKesLFF1XfexpC9Z1f0A3LzDw0NZlqXpdKqdnZ11DwfAFRGbgauxLEt7e3tKkuRK237L5XK+WloqlWRZlnZ2dpSmqUqlkkqlksIwzJNWAKtdUQWwAovFQr7vq9FoXPvszGWkaaokSVSr1eT7/o3dBwCAIjFN88xdRGEYKkmSM89s1ut1VSoVGYaRv/ZkjK5Wq6pWqzc3aGADsVcPuEXSNFW/35ckDQaDG72XYRja2tpSkiTq9Xo3ei8AAIosCIL8DOp0Oj3zGsuyOCYDXAErqsAtYxiGoihaSTCk2h8AAMc1GyzLkmVZ+RnWJEk2roovUCQkqsAtYhiGdnZ2FAQBW4gAAFiRWq2WV/G1bVuTyUSmaSpNUzWbzXUPT9Lx0aAgCFSv12VZ1rqHA7wQ+w+AW8a2bdXrdbYXAQCwQq1WS51OJ09QiySOYw0GA0VRpOFwuO7hAJfCiipwQ5IkkaSVJIzT6VRhGKrZbN5oASUAAHCxarWaFxys1+vrHo4k5duPkyRhKzI2BksuwA2IokhPnjzR48ePtVgsbvxek8lEhmGcahQex3GeLAMAgNWp1WpqNBqFSQpN09T29raq1aq63e66hwNcCksvwA0IgiDvk7ZYLG604FC2YnvyPr7v51t7dnZ2WGUFAOCOy/q1ApuCb6/ADahWq/J9X1EU3XjrFtM0tbu7qyiK8kR1sVioVqspDEOFYUiiCgAAgI3Ct1fgBpimqa2trZXdLyuJn2k2mxoOh7Isi+q/AAAA2DgkqsAtZFmWtre31z0MAAAAqJfzxQAAIABJREFU4FoopgQAAACsWBRFhWtjAxQJK6oAAADACg2HQ/m+L9u2tbOzs+7hAIXEiioAAABWIk1TxXG87mGs3WKxULvdVhiGrKoC52BFFQAAACtxeHioKIpUr9fV6XTWPZy16XQ68jxPrVarML1WgaIhUQUAAMCNS5JEURTlSdpdVq1WqcoPvABbfwEAAHDjTNNUs9nUdDpVu91e93AAFBwrqgAAAFiJVqulVqu1lPcKgkDD4VClUkndbpcttMAtw4oqAAAANo7nearX6wrDUEEQrHs4AJaMRBVYI9/3dXR0pNlstu6hAACwUarVqiaTidI0ValUWvdwACwZW3+BNRoOh2q32xoOh6rVamxbAgDgkur1uqrVqgzDIH4CtxArqsAalctlTSYTlcvlpQXZNE01m80URdFS3g8AgKIyTZMkFbilWFEF1qjX6ymKItn28v5XHAwGStNU4/FYe3t7Mk3mowAAALBZ+AYLrJFhGCqVSkudDU6SZKmJLwAAt0mSJBqNRppMJudek6apPM+T7/srHBmAk0hUgVum1+vJMAx1u11WUwEAeIbneYrjWL7vaz6fn3nNeDxWEAQajUYKw3DFIwQgsfUXuHUsy6KROgAA57AsS77vK0kSWZZ17nVJkihN0xWODMBJJKoAAAC4MxqNhmzblmma57a1abfbms1msm2b1jfAmpCoAgAA4E6pVCoXPm8YhhqNxopGA+AsHGADAAAAABQKiSpwh/i+r+l0ypkbAAAAFBqJKrAB0jTVYrFQkiTXfo8wDDUajeT7/oUl+QEAwHIxQQxcHWdUgRVJ01RxHF+rx+lgMFAURZKk3d3da/VdPRkkCZgAAKzGZDLRZDJRtVrV1tbWuocDbAxWVIEVOTo60uHhoQaDwZVfG0WR6vW64ji+9v3L5bI6nY4qlQrtawAAWJHZbKatrS35vv9SE8Wz2UxPnjxhVxTuDBJVYAXSNFUQBOp0OlosFld+fbfbVRAE6na711pNzVSrVTWbzZd6DwAAcHnNZlPD4VCNRuOl4u9kMlGr1dJkMmFnFO4Etv4CK2AYhjqdjqbTqTqdzpVfXy6X2S4EAMAGmM1msiwrb4HTaDRe2OomiiLNZjNVKpVzW+dUKhUNh0NVKhUmnHEnkKgCK3KZQAUAADaX53maz+dKkkS9Xk/lcvlSrxsMBiqXy+r3+7p3796ZiWi321Wr1ZJlWcseNlBIbP0FAAAAliBJEpmmKcMwrrQ91zRNRVH0wpVSklTcJayoAgAAAEvQarU0nU5lmua5W3jP0uv15Pu+Op0O23qBp0hUgTWYz+cajUaqVCrq9XrrHg4AAFgCwzDUbDav/DrTNFWv129gRMDmYusvsAae5+UVgLP+qAAAAACOkagCa1Cv1zUYDGTb9rXOm0RRRGl6AAAA3Fps/QXWoNFoqF6vX/ocSpIkms1mKpVKms/n8n1flmVpd3f3hkcKAAAArB6JKrAmVymWMBqNlKapPM9TkiTqdrsajUZ5dUEAAADgNuEbLrABTpa5b7fbms1marVaJKkAAAC4lVhRBTZAu93WfD5Xs9lUpVK5VkVBAAAAYFOQqAIbwDRNNRqNdQ8DAAAAWAkSVWBFkiTReDyWaZpqtVo09AYAAADOwQE3YEU8z1OaplosFvJ9f93DAQAAAAqLRBVYEdu2FQSB4jiWbbOZAQAAADgP35aBFanX67JtW6ZpkqgCAAAAF+DbMrBC5XJ53UMAAAAACo+tvwAAAACAQiFRBVbE930NBgMFQbDuoQAAAACFRqIKrMhgMFCpVNJgMFj3UAAAwA2bzWY6OjrSYrFY91CAjUSiCqyIZVmaz+eyLGvdQwEAADcoTVONRiNVq1UNh8N1DwfYSBRTAlZkZ2dHQRCoUqmseygAAOAGGYYhy7LkeR6FFIFrIlEFVsQ0TVWr1XUPAwAArMDu7q7CMFSpVFr3UICNRKIKAAAALJlhGKymAi+BM6oAAAAAgEIhUQUAAAAAFAqJKgAAAACgUEhUAQAAAACFQqIKAAAAACgUqv4CBZY1DI+iSJ1OhxL3AADcsCRJNJlMZJqmWq3WuocD3FkrT1Qdx3lT0r+WtO+6rr/q+wObJAgCBUGgarUqz/PU6/XWPSQAtxCxGfgUz/MUx7GCIJBt26rVauseEnAnrXTrr+M4bUl/XdJilfcFNpVt20qSRLPZTJVKZd3DAXALEZuB0yzLUhRFiuNYlmWtezjAnbWyFVXHcQxJf0vSd0j6X8+4xJKkR48erWpIwEZI01Rpmqrf76vf7697OMDGOBFP+KZ5DmIzcLYgCGSapp48ebLuoQC3ylVi840kqo7j/ClJ3/TMwx+X9JOu6/5/juOc9bJXJOl973vfTQwJAHB3vSLpI+sexLoRmwEABfLC2GykabqSkTiO82FJbz/943sl/RvXdT/vxPMVSb9H0kNJ8UoGBQC4zSwdB8Jfdl2Xba1nIDYDAFbs0rF5ZYnqSY7jvCXpTQo2AABQDMRmAECR0EcVAAAAAFAoa1lRPY/jOA1JPy6pJymQ9DWu6z5Y76jWx3GcjqQfldSWVJb0za7r/l/rHdV6OY7zZZL+uOu6X7nusayD4zimpB+Q9B/quELnn3Zd98PrHdV6OY7zWZL+quu6X7DusayT4zglSR+Q9LqkiqS/4rruP1jroNbIcRxL0t+W5EhKJf1Z13V/fb2j2kzE5tOIzc8jNhObn0VsPkZsPu2qsbloK6pfJ+lXn56P+VFJ37rm8azbN0v6P13X/XxJXyvpf1zvcNbLcZzvk/Q9Kt5/t6v0RyVVXdf9bEl/UcctJe4sx3G+VdIPSqqueywF8FWSjlzX/VxJXyLp+9c8nnX7w5Lkuu7vlfTfSPru9Q5noxGbTyM2n0BslkRsPoXYfAqx+bQrxeZC/aXiuu736lMDfqek4RqHUwT/g6S/+fRnW9JdPzf0S5L+3LoHsWafI+kfS5Lruv9K0n+83uGs3Uckffm6B1EQPy3pO5/+bEiK1jiWtXNd9+ckff3TP75LxJNrIzY/h9h8GrGZ2PwsYvOnEJtPuGpsXlkf1WedUyb//a7r/rLjOP9U0mdI+uLVj2w9XvD7uKfjWexvXP3IVu+C38VPOY7zBWsYUpG0JY1O/Dl2HMd2XfdO/sXnuu7POI7z+rrHUQSu63qS5DhOS9Lf0/FM5Z3mum7kOM4PS/oySX9s3ePZBMTm04jNn0JsvhCx+QRi86cQm593ldi8tkTVdd0fkvRD5zz3RY7jvCnpH0l6z0oHtibn/T4cx/kMST8p6Vtc1/2FlQ9sDS76bwMaS2qd+LN5VwMhnuc4zjsk/aykH3Bd98fXPZ4icF33axzH+TZJ/9pxnN/puu503WMqMmLzacTmTyE2X4jYjHMRm5932dhcqK2/juN8u+M4X/30j57ueM82x3F+p463DHyl67o/v+7xoBD+paQ/KEmO47xX0q+tdzgoCsdx9iX975K+zXXdD6x7POvmOM5XO47z7U//OJOUPP0HV0RsPo3YjDMQm3EmYvNpV43Na1tRPccHJP3w0+0llqT3r3k86/Y9Oj6I/n2O40jSyHXdP7LeIWHNflbSFzuO80s6Putw1/8fwad8h46rsn6n4zjZeZg/4LrufI1jWqe/L+l/dhznn0sqSfrGO/y7eFnE5tOIzXgWsRnnITafdqXYXKj2NAAAAAAAFGrrLwAAAAAAJKoAAAAAgEIhUQUAAAAAFAqJKgAAAACgUEhUAQAAAACFUrT2NMCt4zjO10p603Xdv3jF1/2nkv6KpFDSE0l/0nXd2TPv23dd9x8sYYxvPR2j/7LvBQBA0RGbgeJjRRUorh+Q9Edd1/08Sb8l6U+ffNJ13b+zjEAIAAAujdgMrAgrqsAKOY7zFyT9CUmRpH/uuu63OY6zI+nHJVUkuZK+yHXdT5P0Ba7rPn76UluS/8x7/WVJjyT9hqRvkxRIekPST7qu+92O43z508dDSZ98et/vkvTIdd2/4TjOm5L+huu6X3CDHxkAgEIjNgPFxIoqsCKO43yGpK+Q9J88/efTHcf5Ukl/SdLPua77+ZJ+Wk8nkFzXffj0dV8u6Qsl/cgFb/8uSf+5pPdK+tanj/2Xkv5713U/R9I/lNRe9mcCAGCTEZuB4iJRBVbnTUn/ynXd0HXdVNIvSvr3Jf17kn7p6TW/ePIFjuN8k6S/IOlLXnBG5ddc141c151Kmj997JslfZHjOL+g4+CbPPMa46U+DQAAm4/YDBQUiSqwOr8h6bMcx7EdxzEkfZ6k35T065I+++k1780udhznL0n6XEm/z3Xdwxe8d3rGY18v6S8/nQ02JH2ZjrcovfL0+d993Q8CAMAtQWwGCoozqsCKuK77a47j/F1J/1LHk0T/QtLP6Xim9n9xHOcrdHxeJXQcZ1/Sfyvp/5b0847jSNJPua77P13hlv9G0j90HGciydOnthj9XcdxPl/Sry7nkwEAsJmIzUBxGWl61mQPgFVxHOcPSjpwXfeXHcf5fZK+w3XdL1r3uAAAuKuIzcD6saIKrN/HJH3AcZxIkiXpz695PAAA3HXEZmDNWFEFAAAAABQKxZQAAAAAAIVCogoAAAAAKBQSVQAAAABAoZCoAgAAAAAKhUQVAAAAAFAoJKoAAAAAgEIhUQUAAAAAFAqJKgAAAACgUEhUAQAAAACFQqIKAAAAACgUElUAAAAAQKGQqAIAAAAACoVEFQAAAABQKCSqAAAAAIBCIVEFAAAAABQKiSoAAAAAoFBIVAEAAAAAhUKiCgAAAAAoFBJVAAAAAEChkKgCAAAAAAqFRBUAAAAAUCgkqgAAAACAQiFRBQAAAAAUCokqAAAAAKBQSFQBAAAAAIVCogoAAAAAKBQSVQAAAABAoZCoAgAAAAAKhUQVAAAAAFAoJKoAAAAAgEIhUQUAAAAAFAqJKgAAAACgUEhUAQAAAACFQqIKAAAAACgUElUAAAAAQKGQqAIAAAAACoVEFQAAAABQKCSqAAAAAIBCIVEFAAAAABSKve4BALed4zivS/qYpK9zXfcHTzz+LZJ+l6RPSPqw67o/csF7fK2kP+a67pee8dw/k/T9ruv+PcdxUkm7rusePn3u8yX9jKT/ynXdH3v62B+X9C2SOpJCSR+W9F2u6/7ay39aAAAA4OWxogqsRiLprzmO8zuefcJ13e+6KEm9Lsdx/rCkn5b0J04kqd8g6dslvd913Tdd1/0MSX9b0v/hOM5/tOwxAAAAANfBiiqwGnNJf13STziO89mu6wbZE47j/B1Jv+667l9zHCeS9L2SvlBSQ9J3uK77959e+orjOP9Y0quSPq7jFdpHZ93McZyvkvQ9kn6/67r/z9PHKpK+W9J7Xdf9d9m1ruv+b47j/NWnz/2hZX5oAAAA4DpYUQVW57slTSX9dxdcY0nqu677mZK+QtIHHMfZffrc75D0Da7r/geSfk3S953zHt8g6Ycl/USWpD71uyQFJ5PUE/6JpM+59CcBAAAAbhCJKrAirusmkr5K0vsdx/niCy79/qfX/1sdJ6Sf9/Txf+K67oef/vxDks57jy+V9AWS/ozjOH/gmedK57ymIim98AMAAAAAK0KiCqyQ67qfkPRndbziuXPOZdGJn01J8dOf4xOPGzouhHSWP+K67i8+vc+POY7zxtPHPyhJ55xF/UJJv/TCDwAAAACsAIkqsGKu6/60pJ+X9I3nXPInJclxnN8t6U1Jv/D08S90HOedT3/+c0/f4yyLp/f5CUk/JelnHcepu67rS/o2ST/iOM6b2cWO4/whSf+1pO+89ocCAAAAlohiSsB6/Hmdfyb09zqO8/U6nkj6L1zXHTiOI0n/VsdnVu9J+neS/swl7vONOl4p/UFJX+m67t90HOexpB90HKen463AvyHpP3Nd9/99qU8EAAAALImRphxLA4ri2T6oAAAAwF3E1l8AAAAAQKGwogoAAAAAKBRWVAEAAAAAhVKYYkqO41Qk/R5JD3W6DQcAANdhSXpF0i+7rrtY92AAAMDlFSZR1XGS+ovrHgQA4Nb5XEn/Yt2DAAAAl1ekRPWhJP3Yj/2Y7t27t+6xAAA23KNHj/S+971PehpfAADA5ihSohpL0r179/Taa6+teywAgNuD4yQAAGwYiikBAAAAAAqFRBUAAAAAUCgkqgAAAACAQiFRBQAAAAAUCokqAAAAAKBQSFQBAAAAAIVCogoAAAAAKBQSVQAAAABAoZCoAgAAAAAKhUQVAAAAAFAoJKoAAAAAgEIhUQUAAAAAFAqJKgAAAACgUEhUAQAAAACFQqIKAAAAACgUElUAAAAAQKGQqAIAAAAACoVEFQAAAABQKCSqAAAAAIBCIVEFAAAAABQKiSoAAAAAoFBIVAEAAAAAhUKiCgAAAAAoFBJVAAAAAEChkKgCAAAAAAqFRBUAAAAAUCgkqgAAAACAQiFRBQAAAAAUCokqAAAAAKBQSFQBAAAAAIWy8kTVcZzPchznn636vgAAAACAzWCv8maO43yrpK+WNF3lfQEAAAAAm2PVK6ofkfTlK74nAAAAAGCDrDRRdV33ZySFq7wnAAAAAGCzUEwJAAAAAFAoJKoAAAAAgEIhUQUAAAAAFMpKq/5Kkuu6b0l676rvCwAAAADYDKyoAgAAAAAKhUQVAAAAAFAoJKoAAAAAgEIhUQUAAAAAFAqJKgAAAACgUEhUAQAAAACFQqIKAAAAACgUElUAAAAAQKGQqAIAAAAACoVEFQAAAABQKCSqAAAAAIBCIVEFAAAAABQKiSoAAAAAoFBIVAEAAAAAhUKiCgAAAAAoFBJVAAAAAEChkKgCAAAAAAqFRBUAAAAAUCgkqgAAAACAQiFRBQAAAAAUir3uAaya7/sajUYql8vq9XrrHg4AAAAA4Bl3bkXV8zy1Wi0FQaAwDNc9HAAAAADAM+5colqr1TQajWSapmz7zi0oAwAAAEDh3blMrdFoqF6vyzCMdQ8FAAAAAHCGO7eiKokkFQAAAAAK7M6tqG6SNE01HA6VJIk6nc6ltipPp1NNp1M1Gg01Go0VjBIAAAAAlutOrqgWne/7Ojg40JMnTxRFkWzb1nQ6vdRrx+Ox2u22xuPxDY8SAAAAAG4GiWoBTSYT1et1PXz4UL/927+tw8NDVSqVS722Wq1qMBioXC5rMploPB4rTdMbHjEAAAAALA9bfwuoUqmo3+/Ltm29613v0nQ6VbVavdRre72e4jjWYrHQbDaTYRiaTqdqNps3PGoAAAAAWA4S1QJqt9tqNBpqNpuazWbqdrv5c4PBQGEYqtPpnLvKalmWLMtSHMcyDEOmycI5AAAAgM1BolpQlmWp1+udeiwIAgVBoGazKc/zLtwOXKlU1Ov1lKbpudclSaLRaCRJ6na7VEMGAAAAUAgkqhukVCrJMIy8YNKLlMvlMx/PCjMlSZL/2/M8RVEkwzDU6XRIWgEAAACsDYnqBjEMQ7u7u0rT9NR23iRJFASByuXyC7f5TqdTffKTn9R8Pj+1fThNU1mWpSiKNJ/PZVmW+v2+LMvSzs7OqfeNokhHR0dK01Q7OzuXapsDAAAAAJdFhrFhDMN4brXz8PAwTyR3dnZOPZemqQaDgaIoUrfbVZqm8n1fvV5PQRDo/v37MgxDvu/r8ePHmk6nqtfrqtVqarVaWiwW8n1f8/lcaZqq2+3K932VSiWlaar5fK5ms6nFYiHbtmXbtuI4lqT8nOxkMlGpVKKvKwAAAIBLocrOLRDHsSqVSp4gnhQEgeI4Vq1Wy6v/7u7uqt/vK01TjcdjWZal8XisOI71+PFj2batw8NDzWYzSZ/aIlwqlTSbzVSpVPTw4UN98pOfVBRFGo/HmkwmOjw81Hw+18HBgQ4ODrRYLPL2OI8fP9ZgMFjp7wUAAADAZmJF9RbY2trSfD5/rviSdJxcZmdQs+rB9+7dk3RcQOnBgweaTCZ6++23tb+/L9/3NZlMVKlUtL+/L+l4q+9kMlEQBNra2lIcx9re3lar1cpXWrP7+L6fn40Nw1CWZeno6Ejz+Vz1el3z+Vy1Wm1FvxkAAAAAm4hE9RaoVCpnVvbNzrLu7e1J0qktw61WS+PxWFEUqVQqqVqtKk1Tvfnmm/kKbBAEKpVKGg6HSpJEtm3rrbfekmVZsm1blmWp3W7Ltm15nqdWq6VqtarRaJSfm7UsS61WS0mSaLFYUKQJAAAAwAuRqG4o3/fzM6FnmU6nGo/Hsm1bOzs7zyWIjUYj3w6crYLeu3dPSZIoSRLFcZxXAfZ9X9vb2/roRz+qWq2mNE1VLpe1u7ubv1+n08l/brfb+vjHP56fhZWOKxDHcXyqKFOaps8VhgIAAAAAEtUNNBqN8rOnu7u7sizruWuyqr7j8VgHBweyLEudTudUYmsYRl40yTTNfOXz6OhIi8VCpVIpP4v66NEjvfLKK/J9X2EY6t69e5rNZkrTNC+SNJ1OFQRBvvpaKpXyLcemaerJkyf5+1iWpYODAyVJom63q1qtln+udrt9YY9YAAAAALcbieoGiuNY5XJZ8/lcSZKcmag2m818C2628jqdTk+tfBqGoZ2dHfX7fS0WCw0GA3W7XcVxLM/zNBwO5Xme3vOe92g6neataCzL0mw2y/uxStJisdBv/uZvKo5jDQYDpWmqN954Q2+88Yaq1aqePHminZ0d1Wq1fAXXNE3V6/W8ivB8Pler1crPyL6sbEX4rN8PAAAAgOJiz+UGarfbStNUrVZLpVLpzGuq1ar29/e1tbWl0WikyWSSFzk6ybZtpWmq7e1t+b6vJEny7bi1Wk31el0HBwdqtVoql8t50mcYhtI0lXScOH/yk5/U0dGRfuVXfkWj0SjfapwkSZ4Q27atIAhUq9XyrcAPHjxQHMeyLEumaWo8HqtSqeSVhrPtwVc1mUz0oQ99SB/84Afz6sUAAAAANgMrqhvItu28gu+LjEYjdbtdLRaLvNpumqYaDod5b9VGo6HhcKharSbLsrS1tSXbtmWapprNpqTT/Vvn87mk44JMWcXfLLktlUrq9/tqtVp6+PChjo6OtLe3pzfffPPUmVbpuCLxa6+9Js/z8m3MSZJoMBjI87y8D6tpmtrd3b3SWdbxeKxOp6Pw/2fvznrkOLM0z/9tdfPFfHcP91jI4CJuUkrM0iS6plHdXWjU9N1g5qK/wABzMV9mbudDzM0AhQaqgOqLSnSPKqGUurOkFJUhkQwy9vB9MXfbzeaC42+JIqWUlEpKos4PEEiGe7ibW9zE0Tnvc+JY7Yb9sk3Yk3RchRBCCCGE+HGRjuprLs/zF4qxMAxJkoRCoaB2q/Z6ParVKtPplNVqRavVotVqoWkajuOobutqtcLzPLWuJkkSlSxsmiZ37tzhX/2rf8X169cxDAPbtjk+Pn5uTHjDtm08z0PTNHRdV4VwHMdUKhVGoxGVSgVd14mi6KWfbdNtjaIIz/NUJ7bT6RCGIXmev3Rtj+d5TKdThsPhS/fPCiGEEEIIIX440lF9zbXbbXzfp9Vqqa9ZlkWapqxWK9WZTZKEwWBAnueUSiVWq5VaN3NycoLjOKoY3IQzbRKBN4Xq/fv3uby8ZHt7m3q9zvvvv898PlfnUZMkUd8HzzqyxWIRXdfVrtfLy0suLi7I85xut8t8PqdUKr1wZjUIArUq58qVK0ynUwqFAtPplFarhW3b3Lp16yvvSxzHOI6jinbpqgohhBBCCPHjIYXqa840TVzXfe5rhmGwtbX13GqY6XSKZVmcnZ3R6XRUYbt5rqZpJEkCQL/fZzKZsFqtiOOYJEkYDod0u13q9TqmaZKmKbdu3WKxWKiO6Hw+J45jGo0GnudxdnaGYRjkeY7v+1xcXABwfn7O7du3qVQq2LZNnufP7WAtFAqMRiOKxSJhGDIajZhMJjiO841HoqvVKovFgmKxKAnDQgghhBBC/MhIofoz9cUzp/CsIM2yjHa7rcZ4AUqlEkmSqE4rPAsqarfbVKtVTk9P0TSNKIo4Pj6m1WqRZRmj0YitrS3K5bL6d7lc5uLigiAIODw8BODk5IRer0epVMI0TT744ANM0+TDDz+k1WqxWq3UOVbHcYBnRabrupycnJDnOfV6ne3tbZbL5UvPom5Gli3LUq9hGMZLR4KFEEIIIYQQPzwpVAUAjUaDIAhoNBqkacpoNMK2barV6nMrbSqVigpYyvOcYrHI+fm5KnSjKGI8HquiUdM0fN8njmOOj4/xPI8wDLm4uMAwDIIgUOtqdnZ2GI/HrNdrqtUqR0dHdDod3n//fd58801s22a5XGIYBu12m1KppEaKx+Mxuq6rQvSL5vM5eZ4/t2JHCCGEEEII8eMlv7EL4FmHdZMKPJvNKBQKrNdrisXiV67A0TSNarWKbdscHR1hmibtdpvBYMDNmzf5/PPPybJMrZtptVoMBgMajQa9Xo9arYbjOFQqFfb29giCgDAM+c//+T9TqVTI85zhcEi1WmUwGOD7PlEUEUURruvi+z55nlOr1bAsC9M0mUwmtNvt57rFmqapkCUhhBBCCCHEj58UquIFtm2zWq3QNO0bhQw5jsPNmzdVwnCWZSwWC3zf5/r167z//vvU63Ucx6HX61EoFGi327iuq4KSNqm/g8GAer2uVsfkea7W3Ww6opeXlzQaDRzHQdd1VqsVaZriui6PHz/m8vKSZrPJ9vY2ALVajfV6jeu6X9lNTZKE1WpFoVB4aVf2mwrDENM0JZxJCCGEEEKIP4GspxEvcF2Xdrv9rXaX6rquirPNmdF+v894PKZYLHLlyhUWiwV37txRgUebdTiGYfDRRx9xfHxMkiT0ej2m0ynj8ZharYbneVQqFbIsI89zKpUKYRji+z5hGGJZFvV6ndPTUz7//HPm8zkHBwdqpY3v+wRBoFbZvMxsNlN/ftfu63w+Zz6fMxwOpYMrhBBCCCHEn0AKVfFSpml+4yL1ZeI4plqtsr29zY0bN4BnacFMddu4AAAgAElEQVSWZakR3//23/6bCjpar9fUajX29vbUOO94POa3v/0to9GI5XLJ9vY2eZ7T6XQAVNfVcRxs21ZhSU+fPsW2bVXYzudzHMdRxWgcx6zXa8IwVNer6zpxHJNlmdq/+m0lSUIQBFxcXDCfz7/zvRNCCCGEEOLnTgpV8Wcxm82wbZsgCNje3qbValGr1VgulwyHQzzPQ9d1NfLbaDQYjUZsb29z/fp1isUiZ2dnHB4ekuc5x8fHZFlGqVTi8vKS3/72t/i+T5qmxHGsUoy3tra4fv06+/v7OI6DpmmYponneViWxWq14uTkhMePHzMejwmCAHgWJlUqlcjznOVy+Z0KTdd18TyPK1euqG6uEEIIIYQQ4tuTM6riz8I0TXzfR9d1CoUChmEwHo9VaFOn02GxWJBlGZPJhFqthqZp9Pt94jimVCph2zZpmhJFEdeuXWOxWFAoFPA8j16vx+npKa7rslwuWa/XKmRpk/K7XC6xbZs4jikUChQKBRUUFQSB6rjCs8ClzXVu9rN+W7Zts729je/7L+yuFUIIIYQQQnxzUqiKb2WzgqZQKDyXrPtlm0Aky7Kee55pmmrFzWq1IssykiRhuVziOA55ntPtdrl16xaj0Yhisch8Pmc6ndJutzk5OWE2m+F5Hrdv36bRaPDkyRNKpRIXFxe8/fbbXF5ekqYpx8fH6jqfPHnClStXMAyDJEmo1WrUajWVdAzPdqu6rksURc+t5Pk26vW6OoMrhBBCCCGE+G5k9Fd8K5vzopPJ5Guft+lQbs65Wpalknp3dnYol8vcvXuXJEmYTCaUy2XCMFSv32g0eOONN8iyjHa7zWKx4P333+f09JQ0Tbly5Qq7u7us12t0Xefs7AzLshiPx5RKJZIkwbIskiQhjmPm8zmHh4eMRiMajQadTuela3fK5TKNRuMrV/K8KmEYyviwEEIIIYT42ZKOqvjG8jxXa2BWq9VLn+N5nhp9dRxHdUw3YUdBEPDpp5+qZNxKpcKtW7dU2q5lWeosar/fR9d1BoMBx8fHtNttzs7O2N7e5vHjx7Tbber1ugo/qtVq+L5Pp9MhCAI0TcOyLCaTCdVqlfV6rf5bLBYEQaDOzr5MHMcAr7xoXa1WqtvcbDaxbfuVvr8QQgghhBA/NClUxTe2CT3yfZ9Go/HC45tzobVajfl8jm3bDAYDNfprWRaLxYKzszNc10XXdfI8xzRN4jjGsiz+y3/5L/R6PeBZINPTp08JgoBr166RZRk7OztUKhXW6zUff/wxQRDg+z5JknB6esqNGzfY3d1VycKbju5sNmM2m+G6LkEQqBClp0+fUiwWcV2Xra0t9VzP88jzHNu21Q7YVyVNU0zTJE1T0jR9Ze8rhBBCCCHEj4UUquJbcRznK4u2TcLuYrFQ3VRAFY2r1Yo8z1Xwka7rvPnmm2o81/d9DMPAtm3++3//72RZhuu67O7u0ul0cByHMAz59a9/TRzHBEHAH/7wB1arFcVikfV6jeM4qpDOsozBYADAtWvX+Oyzz9RO1uFwSBRFXFxc8Oabb6qRYE3TiOMY27ZZLpdUKhWSJHll9xdQAVG2bT93hlYIIYQQQoifCylUxfeq3W6rjiBApVJhuVzSarWI45hOp0OhUMA0TYIgQNd1kiTh5s2bHB4e0m63WS6X7OzsqPHdXq9Ht9ul1+vxhz/8gb/+67/mwYMHDIdDCoUC0+mUwWBAqVTi4cOHvPnmmwRBwGq1Yj6fE4Yhvu/j+z7L5ZL/9J/+E2+//Ta2beM4Dp999hmaptFut2m1WiwWCzRNo1wuo+s6pVIJeNYxXq1W6rE/F03TqFarf7bXF0IIIYQQ4sdOClXxvdp0VTcqlQrXrl1jtVqxu7tLkiQUi0W1A9UwDBqNBkEQcO/ePYrFIsvlktPTUwqFAq7rUq/XsW2b8/Nz1us1FxcXbG1tsbOzw8HBAZ7nAaDrOvv7+0wmE/Uen3/+OXfu3GE4HLJer1kul3ieR6fTIcsytra2ePLkCXt7e3z66adcu3YNy7I4Ozvjxo0bam1OGIZq/2u5XFYjuY7jyBlSIYQQQgghvmdSqIo/O9M0nwss0jRNjfFu1sXAs6LPNE0ajYZaNzOfz0mShGq1yueff04URcRxjOu6lMtl1uu1+nNrawvP88iyjM8++4zDw0Ns2+bk5IRf/epXTKdTJpMJSZJwdnZGt9ulWCxSrVY5PDyk3++zWq2YTqc4jsPZ2RlBEGAYBoZhcHJyQrfbZT6fA1CtVhmPx/R6va9d1SOEEEIIIYT4dqRQFa9ctVolyzI1PpskCZqmkec58Gw1y6NHjxiNRvi+z87ODhcXF9RqNX7/+9+zu7tLlmWkaUqxWOTo6IjLy0vK5bI665plGYZhUCqVcByHt956i8ePH3Pt2jV836dWq3Hv3j08z1NhTo8ePaLX66ki+vLyksFgwPn5OX/5l3+pOqmdTgfDMEjTVApUIYQQQggh/gykUBWvXBzHxHGs1q9sdp9uRmin06ka002SBN/3sSwLXdep1+vouk4URURRxP7+vgpCqlarTKdToijik08+oVgsUqlU+Iu/+As8z+P69euqU7tYLPj1r3+tRosXiwWdTofz83NarRbL5ZKzszNs21Zd1v39fVWkZlmG7/tUq1UpVoUQQgghhPieSaEqXrlNgbdarVQg0mq1olKpoGmaOsdaKBTY3t6m2+2SpilZlnH9+nXq9TppmhIEAZ7n0ev1OD8/ZzaboWmaOhP71ltvkSQJd+/e5dGjRwRBwGQyYWdnh48//phqtcpwOGRrawvTNFURGkURk8mE4+Njut0ujUaDZrNJq9XCMIznPsdqtaLZbD53LvfrBEHAer1WnV4hhBBCCCHEi15ZoXr79m0d+L+Ad4AQ+N8PDg4evqr3Fz8e5XKZ2WyGZVlq3HfzJ0Cz2UTTNFqtFs1mE8MwWK/XKrnX9322trYoFotMJhPOzs4oFoucnZ3RbDbJsozd3V0MwyAIAj799FNGoxFXr17l888/59NPP+Xs7Ix/+qd/ot1uY5omu7u7zOdz7t69i+/7XF5ecu/ePSaTCVevXlXpxKZpommaSiQuFAqs1+uvTenN85wwDLFtm+l0qjq//X5fPSdNU5IkoVAo/Plu/Pdks7d2k4oshBBCCCHE9+1VdlT/V8A5ODj4H2/fvv2XwP8J/C+v8P3FD2A2mxFFEbVaTRVhhUKBra0t4jhmMBiwXC7Z2tpSI7SbbqOmaeprrusSBAH1ep08z5nP58RxjK7rNJtNDg4OCIKAWq1Gu92m0Wjw0UcfEYYhJycnlEolDg4OKJfLeJ6H53lcu3YN0zSZTCYYhoGmaWoEuVwuM5lMsCyL3/zmN9y6dYssy6hUKmrNThzHz6UAf7Hb+kWTyYQ8z0nTFMuyWK1WWJbFer1mNpthmqb6/kKh8Fzw1I9NFEUsFgssy2K5XP6or1UIIYQQQvx0vcp2yF8Bfw9wcHDwG+B/eIXvLX4Am/OljuOwXC5feDyKIhzHod1uv/CYrusvnP2sVCrouq7Wz6zXa8IwpFAocP/+fW7dukWlUiEIAkqlEtVqFcdxCIKAcrlMr9ejVCrx4YcfMp/PKRQKOI5DqVQiDEOWyyWffPIJn332GbquU6vVGAwGeJ7Hr3/9az7//HPm87nq4pqmqYKbptPpH70Px8fH5HlOrVaj2WwyGAwoFArEcUySJDiOoxKQf6w2oVdZlsnZXCGEEEII8WfzKjuqVWD+hX+nt2/fNg8ODn7cv5mL70zXdabTKYPBgE6n88LjxWKRIAhIkgTXdb/2tdbrNev1mkKhQKfTUWdWDcNgd3eXWq3G9vY2lUqFg4MDDg8PSZIEy7JUF1bXdQ4ODlgul6Rpiud5/Mf/+B/Jsoz333+f9XqN4zjouq7Ovm4K00ajwdHREScnJ9RqNTqdDsPhEF3XVVcXIMsyRqORCoraJBrPZjNc12U4HBKGIVEUAXB2dka73aZer6vO84+ZZVnqcxWLxR/6coQQQgghxGvqVRaqC+CL1YguRerrLc9z6vU61WoV3/dfeFzXdVqt1jd6rfl8Tr1eZzab0ev1WCwWpGnKcrmkVCpRqVRoNBr4vk+/32cwGKjRYc/zmE6nTKdTgiAgz3M1ijuZTHjvvfdYLBYA7O7uqiLy8PAQXdexbZswDKlUKrz//vuUy2U6nQ7379+nUChQKBRoNBpqFBieneM8Pz/HcRxs21ajvpZlMZ/PabVazOdzFda0GTf+JoIgUNf1Q7Bt+wd7byGEEEII8fPwKgvV/xf4n4H/+/8/o/rxK3xv8QMwDAPXdfF9/492TL/OZlXNZv+ppmlYloVpmtTrdbIso16vY1kWQRBQKBQolUoUi0Vc16VarXJwcIDneViWBaDCmM7Oznjw4AGO4+B5Hnt7e+zv7xMEAfP5nMViQblcplAo8MEHH1Cr1ZjP56RpyuHhIb/61a9otVocHh5ydHREuVxmOBxSrVbRdZ1ut0u9XqdWq5HnOcVikcVioa55c91ZlqHrOr7vs1gssG2bRqPxwr3wPA/f90nTlFarpT6PEEIIIYQQr5NXWaj+P8D/dPv27fcADfjfXuF7ix+I67p/UpEKz7qpu7u7jMdjNWJbKpXIsgx4liK8Ga/N85xyuUySJFQqFUajEWmacvv2bYIgwHEcqtUqlUqF4XBImqY0m03SNCWOYy4uLjg/P1dF9u7uLr7vs1wuyfOcwWCAaZpcvXqVUqmEYRisViuOjo74/e9/j2maNJtNKpUKFxcXVCoVADV+XCgUaLfbdLtdfN9nMpmo66rX63ieR7VaZT6fq5ThL9qMO2/OiQohhBBCCPE6emWF6sHBQQb8H6/q/cTro1AosFgsKJVKzwX4bIrADV3XCcNQPeY4Do7jcOvWLR49ekSapozHY+r1OpPJhGq1ynq95s6dO2p3qmVZeJ5Hp9MhiiL29vaYTCYsl0uazSZ5nqvx4CtXrhCGIYPBgMPDQyzLYrFY8Pbbb7Ner7l37x7T6VRdc71eR9d1Go0GhmGobu1kMqHdbqsQqOl0im3bL00RrlQqeJ6nRo6FEEIIIYR4Hb3KjqoQ38kmvOdlhVue50wmE9I0pVarqZHgzblU27aZz+eMx2NKpRJBENDtdmm320ynUxaLBd1ul9lsxnK55PHjx8CzkKP79+9jGAbdbpcwDDk4OACenT8tFoscHR0xGo24f/++GuttNpssFgva7Taj0Yg8z9nb2+Ps7Iw0TWm32+qaptMp8/mccrmsVuts0nQ363K+TNf1r93ZKoQQQgghxOvgVa6nEeI7M03zpYVbGIZkWUaxWGS1WuH7PuPxmMlkgmmarFYrCoWC6nZOJhNarRb7+/uUSiVWqxXn5+ecnJwQxzGu66rx4PPzcwBWqxWlUomdnR0WiwWXl5d8/vnnBEFAHMf83d/9nSo6W60WaZqyWq1UGvDvfvc78jyn0Wio0Cbf93njjTeoVqvs7+9Tq9WYTCb88z//M4vFgvPzc+I4fqX3WAghhBBCiB8LKVTFT0KSJCqx94ts21Z7THVdJ45jqtUqWZaptTJZltHpdFS4kWEYnJyc4DgOruuqFN9ms8kvf/lLSqWSGs8NggDP8zg5OcH3fXRd5/T0lEajwfn5Obu7u+R5Tr/fZzabsV6vSdOU6XTKeDwmjmPu3LlDnud4nqfSciuVCtPpVHVHN+dUTdNksVgwnU5ZrVYvfF4hhBBCCCF+DmT0V/zoRVHEycmJSvL94q5RXdcpl8vkeY7v+ypUaXt7m/V6TZZluK5LkiRcv36d6XRKmqbkeY6maURRhOd56LpOqVSi1Wpx5coVVquVClI6OztjNpsRRRF5ntNqtdja2uLdd99ld3cX13U5Ojri5s2bOI7DdDqlVCqxv7+PYRhkWcb+/j66rrNcLgnDkEajQRRFJElClmWUSiXVBV6v19i2TZIk+L5PqVR66X3ZFO6bc7W2bX/lc4UQQgghhPgpkUJV/OgNBgOiKCJN05cGCCVJQrFYJIoiXNdV4UuaprFcLhkMBmplTavVot1uE4Yh8/mcGzdu4Ps+FxcX7O3tEccxpmkSRRGXl5fAs32qSZJQLpfVmpmTkxOuXbuGYRiYpkmlUuHJkyfEccx4POaNN97gwYMH/Pt//+9ZrVasVitOT0/pdDoqSGmT6rsZLXYch0ajQa/X4/LykjiOX3ouF1DXr+s66/VajRUXCoWv/B4hhBBCCCF+KqRQFT96pmlSq9XU6pYvc12X+XyObds4jgP8yxqX8XhMu90mSRKazSbVapUkSXBdV62mGY1GVKtVNE3j6OiIg4MDLi8vaTabFAoFtf6mWq3S7/c5PT2lXC7z+PFjRqMRpmmqUeIPP/wQx3HQdZ16vc57772nkogbjQaPHz/m9u3bdLtdDg8PyfOcO3fu8PTpU1Vklstltre3KZVKzxXmURQRxzHFYlF1hDVNey7t+GXneIUQQgghhPipkUJV/Oi1Wi1836fdbr+0W2gYhtqvurEpbLvdLlEUkWUZaZrieZ7arZqmKdvb27RaLYIgIMsyzs7OGAwGDIdD8jxXu01v3LihEntt2+b8/BzbttW6mk14kuu6au9qpVIhjmOGwyFPnz5VY8WdTofFYkG/38fzPAaDAUEQsF6vKRQKaJrGarWi0Whgmia2batzsvV6nfl8TrPZVCPPzWaTKIqwLAtd//bHztM0VQWvEEIIIYQQPwZSqIofPcuysCzrW33PZo2L67pEUYTv+2RZxnq9xvM8tWfVdV21H/Xi4oIgCFQxGUUR7XYb13VpNBq0Wi2yLCMMQ/I8p1QqMZ/P+ed//md6vR7FYhFd11Wo0uHhIfP5nIcPH7K9vY3rumRZxvn5Of1+n8lkgqZpeJ7Her2mVqtRLpcxTZNSqUQcx2o8eDabYZomw+EQ27YxTRPXdSkWiwCqk/xtrddrlUS8GUsWQgghhBDihyaFqvhZCMNQdR2vXr3KbDZjb2+PMAw5OzujXq8TxzF3795V3dRarcbjx48pFApsbW0RhiGDwYCtrS2CIGAwGGCaJo7j4Hme2p+apqkKdmo0Guzt7TEej5nNZnQ6HUzT5Pj4mL29PUzTZG9vD8/zaDQaVCoVxuMxvu/TarVUIbop1KMoAmCxWKjH/hTT6ZQsy7As62vPxAohhBBCCPEqSaEqXmuj0Yjj42Mmkwm1Wo0bN27guq46o3pwcEC1WuXk5ESdRf0P/+E/MB6PGQwGuK7LarXCsixs26bb7fLee+9h2zadTkclAheLReI4Vp3ROI7RNE29vmVZvPPOO/z617/myZMnVKtVbt68yTvvvMNHH31ErVajUqlgmia9Xo8sy/B9n/V6zWq1wjAMarUarusym82AP34eNc9zdVb3ZZIkIc9zlT68tbX1vd9/IYQQQgghvgspVMVrbTgckiQJYRhSLpfJsgx4VsTpuo5lWSwWC1UgrtdrHj58SBiG+L7P3t4es9kMy7I4PT3l7OyM6XSK67qMx2P29va4f/8+jx8/xvd94jimUqlQq9U4PDx8boz44OCAQqHAaDSiUCiodOJ2u42maaRpyunpKVEUEQSBCml66623VHBSEATMZjNs22Z7e/ulnznLMmazGZPJhFKppArzL9M0DdM0KRQK2LZNmqZkWaZ2vQohhBBCCPFDkfQU8VqrVqs0Gg0APM/DNE0GgwGnp6cEQcCNGzfY2dlhZ2eHOI6p1+sUCgXeffddOp0OlmVRrVapVCr4vk+apqxWK5UKrGmaKoY1TaNQKKhi+Nq1a7RaLTRN44033mB/f596vc6NGzdwHEcViJvzp+v1GtM0SdOUk5MTPvroI0qlEo8fP1bjuXmec/PmTVzX/cpzu57nkaYpYRhiWZZKBP4ywzBot9tUKhWKxSKj0YjpdMpqtfrz/DCEEEIIIYT4hqSjKl5rvV5Pje72+33Oz8/xPI9SqcRwOOTKlSuYpslisWA0GlGv18nznCdPnnDr1i2yLGO5XHJ+fk6j0WA4HKpOpud57O7ucnl5yV/8xV/wj//4j1SrVabTKYBKFQZYLpc8fPiQO3fuYNs2169fp1AocHBwoArgv/qrv1LpvqZpslwu8X2fXq9HpVJhPp+r87C1Wu0rP7NlWfi+r973qzqv8Gz1j2maBEGgdsImSfKt77Pv+wRBQLlclo6sEEIIIYT4k0mhKl5beZ4TBAGFQoF6vc5kMqFSqRAEAWEYqoIqz3PyPGc6nZKmKffv36dWq3F2dsaTJ0+AZztQb968ybVr11gul3iex9OnT0mShNVqxYMHD7h+/TrT6ZRisch0OqVWq7FYLNQob61WY7Vacfv2ba5cucLx8TFZltHr9TBNk9FohOu6XL9+Hc/zMAyDPM8xDIMPP/yQXq9HmqbcuXPna8+nbkKW4jjGtm2WyyW2bX/t+hnHcdQan5eNCf+x+zybzdT52W63+62+XwghhBBCiC+TQlW8thaLhRrVbTab1Ot14Fn37+LiAnh2nrNcLrNer9ne3iaKIkajEYPBgDRNqVQqlMtlXNfFcRx2d3f5x3/8R8IwZLVa4fs+3W6XUqkEwPHxMcvlklKphGEYBEGA7/tMJhN17nSxWHB2dqb2pq5WK9rtNqenp5imyfXr11Vn0rZtFosFl5eXmKbJarVivV7T7XbZ2dn5yuLTNE0sy1JjwHme/9ECslqtfqf7rGkahmHg+76kBgshhBBCiO+FnFEVry1N08iyjDzPX/h6u90GYDaboWkazWaTIAi4vLwEUOdMLcuiXq/T7/ep1+ucn5+j6zqLxYJ+v0+pVMJxHObzOdPplCtXrlAoFLhz5w6lUonpdKo6ud1ulzRN+fTTT/nbv/1b3n//fXzf59atW+p68jwnSRLa7Tblcll1Vu/fv4/nebiuSxzHeJ7HZDL5ys9uWZZKNt7a2sLzPDzPe+5eRFHEZDJhvV7/yfe63W5TrVZpNpt/8msJIYQQQgghHVXx2nJdVwUUwb/sHm00Gjx9+pRisUihUFDPb7fbNJtNnj59SqvVwnEc+v0+hmGoDmscx/T7fZUkvNmVCs8K4JOTE3Z2djAMA8dxuHbtGhcXF9i2zf7+Pv/0T//Eer3m0aNH1Ot1Hj16RKvV4s6dOzx9+pR6vY6maZydnRHHMbVajY8//hjDMFQybxAEqkD+Oo7j0Ov18DwPXdfVOVLHcXAcR6UZz+dzdF1H13WV+vt1Y8Ivo+v6c/dSCCGEEEKIP4UUquK1pWka5XIZgIuLC4rFIuPxmF6vx82bN8myTBV7pmlSqVQIw5B3331XfU3XdbUT1XVdptMpnuextbVFvV7n7OyMIAgIgoAkSdQZVl3X8TyPR48eUalUuHv3LmmakiQJ6/WaxWKBZVncuXOHIAg4OTlR3dbz83PiOGY0GmFZllp347ou3W6XwWBAsVh8IfV3vV6T5zmlUokoiphOp+i6rorm0WjEcrlka2tLjRTHcUyapmiaxng8ptlsYhiGnDMVQgghhBA/KClUxU9ekiR4nodt2+qs6Jfpuk6apqpT+FXJtFEUsV6v1XlWeDZGWy6X8X2f4XBIvV7n6OiI5XKpuq+aptHpdKjX6ywWCw4PDymVSuzs7DCZTDg+Puby8pJarcaDBw/4xS9+QRiGzOdz2u02FxcXHB8fE4Yhn332GXfv3mW1WmHbNnt7e6xWKyqVCmmaUi6XabfbKigKnp273exX3RSok8mEq1evqh2yq9WKTqdDHMeYpqnO3Y7HYwqFAnmef+fUXyGEEEIIIb5PUqiKn7z5fK5CimzbVqO+X9RqtQjD8GvHUzehS+PxmFqt9lyybqVSIYoi4jjmyZMnxHGM4zi4rsvR0ZE6W3pxcYGu69y+fRvP83jw4AFHR0dcv36dyWRCkiRcvXoVy7JIkgTDMPjkk08ol8vMZjOq1SqmaeL7Pnmec+3aNRzH4d/8m3+jiuXxeMxsNqPdbqviezAYqBAnTdPodrv4vk8YhtRqNSzLYmtri9VqhWEY1Go1lX68u7tLGIZqzPm7hioJIYQQQgjxfZFCVfzkGYZBFEXAv3ROv5w+axjGV3Zb4VmRmiQJw+GQcrmMpmlEUcTh4SEA9Xqd09NTbNvGMAyuX7+O7/scHh7y9OlTxuMxSZJw584dzs/P+fDDD6nX60RRxM7ODuPxmN3dXdI0xTRN5vM5nufR7XZZrVbs7Ozw7rvvMp/P+Zu/+RvSNOX8/Jx6vc7W1hblclmt29kk+T58+JCtrS3a7TaFQoFSqaRSiDfjyZVKRX3GSqVCpVIhyzLm8zl5ntNsNtF1Xa20EUIIIYQQ4sdAClXxk1er1QjDEMuymM1mRFGEbdvfOIF2s2qmWCyqbiPAaDTCtm0uLy85OTmh3+9j27Za+3J8fEwURZimyY0bN5hOp1xeXnJ2dsbW1hb/9b/+V6rVKrZt0+v1eOuttwjDkIODA4rFIlmWEYYh+/v76LquVtNUq1Usy+L8/JzRaES32yVJEhXgtCli2+02i8VCFbJRFNHr9bBt+yuDlvI8Z7FYkOc58/mc8XhMv99/rqD9U2zGmW3bfm58WgghhBBCiG9D1tOInzxN03AcB8MwCMOQer1OGIbq8SzLWK/XX3n2cpN2+8UzrPBsr+h4PGa9XrOzs0Mcx7TbbZWkaxgGcRxjGAaz2YxWq8VsNqNYLKoxX9d18X2farVKFEUsl0v6/b4KXNoUiTs7O8CzQi9JEi4vL1U40u9+9zs+/vhjnj59qlJ7q9Wq2u9qGAau69JqtdTZ203A0xflea5GhAeDAYvFQnV0v4mXrfrZ2HSjN2nKYRgSx/E3el0hhBBCCCG+TDqq4idvPp+TJAnVapVqtcpyuXzunOV0OgVQ3ccvnj2FZ2FJzWaTNE3VCGwURWRZxr179wjDkCiK0DSNYrFIsVhUQUp37tzhb/7mb1gul/zDP/wDcRxTLBZJkoRSqcTjx1jHpzQAACAASURBVI+pVCpcXFzw4MEDbty4wcXFBXEcE4Yhy+WSs7Mzjo+P1fqc4+Njms2mKiCTJCHPc/7whz/wi1/8gvF4rLqm29vbL9wP3/dZLpfkeU6e5+ozbQrNRqOhRpjX6zWu6/7Re+x5HsvlEsMw6HQ6L9zD9XqNbdsUCgUGgwGu6770rLAQQgghhBDfhPwmKX7SoigiDEMcx2G5XNJsNtVKmo08z7EsiyiKyPP8hSIL/iUFOAxDjo+POT4+JggCut0u9+7dA54Va+fn5ziOQ71e5+233yaKIprNpgo32nRabdsmDENM06TT6VAqlVitVlxcXKg03iRJKBQKXLt2jSiKuLi44OzsjOFwSK/Xw/d97t+/z8nJCScnJ1QqFT755BOGw6EqWPv9/gsFYZZlqkucZZn6umEYagXPplj9psIwpFqt4nkeSZK8sBqnUCgwmUwoFAr0+30sy3rpff4uoijC932KxeK3umYhhBBCCPHTJaO/4ifNNE012vtVRUy9XkfTNBUc9FXyPGcymbBcLgnDUBVax8fHnJ+f8/jxY87Pz1mtVgwGA0zTVOnAm72mmqaxs7NDvV6n2Wxi2zadTgeAXq/HYDCg2WwyHA5544032N/fR9M0kiRhNBoRBAFRFKnwp+FwSKVSYT6f8/jxY9VJHY1GpGnKaDR6YcR2E6q0CWz6okql8tyI8DdVqVRYr9cUCoUXilR4Vqj2ej21o/X7KlIBJpMJmqYxmUy+t9cUQgghhBA/btJRFT9puq7T7XbJsuwrR01N0/yjK1c2e0in0ynFYpFSqUSe57iuS7PZJAgC8jxnNpthmibdbpd+v4/v+zx9+pTJZEKpVKJer3N5eUmn01FjwlmW4TiOes7R0RG2bfPgwQP6/T7b29vqa+12mzAMCcMQ27bJ85zf/va37O3tqR2n29vbVCoVrl69iud5nJyc0Gw2VQiUpmkYhkGhUODy8hLHcajVaqrD+rL7tFqtWK1WlMvlFzrS8KwQ3RTcX+X7LE6/SNd14jj+2v/JIIQQQgghXi9SqIqfPF3XX1rEpGmqwofgWTH2VYm4vu/jui7T6ZQ4jrl79y7tdpssyxiNRmRZpkZeN/8ZhsHOzo5KBD4+PlZrcRzHIQxD3njjDf72b/+WJEmYTqcYhsFisUDXdQqFAsvlUo0Zb9bVtNtt7t69q/a51ut1bNtmNpvR7/eZz+f0ej2ePHnCYDDgypUrwLPwp02xWC6XOTo6otvtEkURi8WCJ0+eYNs2Ozs7z51L9TyPR48eUa/XieNY7WL9sfgmO3CFEEIIIcTrRVoU4rU1mUwIw5DRaMR8PifLMmazGWmavvDccrnMxcUF8/mcOI757LPPGA6HGIbB1taWGh8Ow5DDw0OWyyWe51EsFtna2uL09JRarUa1WqXb7aLrOjdu3FCrbzZnVq9evcr29jaWZeH7PpZlsbu7y5UrV7hy5QqNRoNms8nh4SG1Wg3XdXn77bfZ2dnh/v37dLtdtUP19PQU3/d5+PAhFxcXBEHA5eWl6txubW2p8eTlckmtVsM0zRfSgIMgoNVqMZ/PMQzjR1Wkwr/swP3yblwhhBBCCPH6ko6qeG1lWYZt2yqxd1OgvqwQS5JEjcyenZ1RqVR48OABmqY9l3K7XC65vLxke3ubKIoAVLGa5zmtVotGo8FqtaJUKqn9qEEQcOvWLW7fvq1W2qzXa4rFIr1ej8lkQr/fJwgCSqUS+/v7NBoNyuUyb7/9NtPplPF4zOXlJfP5nEKhwNbWFgcHB+zu7tJqtVgsFpimqYrocrmMpmnYtk2tVuPs7Oy5PbEbruuSZRk7OzvfePesEEIIIYQQf05SqIrXVrPZxPd9ms2m6mBWq1U1Jrxer4njmEqlwmKxoFKpMB6PabVarFYrrl69yng8pt1uY1kWrVaLJEm4ceMGnuexv7/PZDLB8zxGoxGAGs+N45jBYMAf/vAHbt68yenpKe+++y6lUkkl+h4eHrJYLPj888+pVCpEUcTu7i7T6ZTBYMBsNuPNN99UndL5fK6ubzqdslgseOONN1iv18znc6IoUgVqtVolz3OiKCJJEsIwZGtr64UiFZ6dP+12u6/0ZyOEEEIIIcTXkUJVvLY2Z0k3SqWS+nuSJCwWCxzHUR3K4XBIq9WiXC5zfn7O+fk5vV6PxWJBGIbous729jaz2Yxut8t6veaTTz5RZ03n8znlcplPPvmE9XpNkiQYhoHneeR5zscff0yr1WI8HgMwGAzwfV91UYvFojqLWS6XcRyHjz76CNM0OTs7U93SSqWCYRg4joPnedTrdVzXZbFYUK/XsSyLMAzV9Xz88cc0m83nXv9l0jRF0zQJLRJCCCGEED84KVTFz9JmlDeOYzUa67ouQRCoc5rlcpn5fK72nfq+T7lcJkkS1us1x8fH7OzsMBwOabfbNBoNjo+PGQ6HdLtdkiTh3Xff5YMPPsB1XR4+fKgCl27duoXjOCwWC+I4ZrVaqQIyTVMuLi749NNP1ZjwJiip2+1Sr9fVWPDjx49ZLpcYhkG5XFbX32g0uLy8JEkSarWaOn/6VcnIm3U2AJ1OR86DCiGEEEKIH5QUquJnYxMi5DgOhmHQbreJ41ilAFuWpQq5PM/xPA/XdSmVSiyXS1zXpVAocHx8jG3blEolVqsVW1tb3L17l4cPH6pdqp7nYZom29vbvP322zx8+JD5fE6r1SKKIuI4Zr1es7W1Rb/f58qVK3zwwQdMp1Ns28a2bY6Pj9Wosa7r9Pt93nzzTdrtNuv1mr//+78nSRJ1Fnd/f59yuYyu60RRRKFQoFgsAtDtdqnVaqrw3UjTlPl8zunpKbZtq+Cib7LOZ7FYUCgUnluLs7l34/GYOI6p1+vqGoQQQgghhPimpFAVPwubwkrTNLIso1QqYZrmcx3GzVlPXdfpdDrP7RNtNBrq73t7exwcHKgO5+7uLnEcs7u7S6/XIwgCLMsiz3PiOCaOY4IgYGdnh6dPn1Kv12m1WqzXa9555x2WyyW2bQNQr9c5OzujWq1iGAZhGOJ5Hnfu3OFXv/oVs9kMx3E4OTmh1WpxcnJCtVqlVquhaRqNRgNN04jjmE6ng67r6jomkwm6rpOmqfpsq9WKPM9J05Qoilgul5TLZQqFwteug/E8j2q1ymQyYb1eq/cuFAqMx2Om0yn9fl8FRgkhhBBCCPFtSKEqfhbyPEfXdTRNI8/zFx7fdBVd18VxHIIgIAgCNE3DdV01/qtpmlqV0m63mc1m7O7uEkURhmFg27baezoajViv19y7d4/5fK46llevXsX3ffI85/333+fGjRscHR2xXC5Zr9e4rsvW1haj0Yh+v0+9XmcymfAP//APpGnK8fExjuNw/fp1isUi7Xab/f19ms2mOl+6KXwBVbhGUYSu68RxTLFYRNd1LMtivV5j2zZ5nrO7u4tlWS9d4bOxKbwXi4XaS1soFAiCgCzLyPMcTdO4uLhgZ2fn+/9hCiGEEEKI154UquJnoVQqkWWZ+vuXrddr9vb2ODw8ZHd3V43U5nnO0dERruuq1ODBYECe58zncxqNBkmSqDClYrFIv98nTVMsy6JWq/Ho0SNs28Y0TdWZ3ZwlNQyD4XBIsVhUr1UqlVThmyQJ5+fn/O53v6PdbtNsNnEch2azye7uLjs7O2RZpjqwG0EQEMexGgX2PI84jhmPx9y8eVNde7FYxLIsOp0O8KxTqmna13ZB5/M59Xodz/PodDrM53PCMKRer6vurOu6VKtV6aYKIYQQQojvRApV8bNRqVTU3+M4xvM8CoUCpVIJ13XVyplqtcpwOOT8/Bx4tmd0UzRuknz39/fxPI9+v4/neSRJgmma5HnOZDKh0+ng+z6np6fkec4777zD5eUlvu/z6NEj8jzHMAx0XadSqRCGIYPBgDRNVTd0a2sL3/eZzWbs7e3x5MkT8jxX3dRSqaTShZfLJTs7OyRJgm3bzGYzbNtmsVhQq9VUAbxJIP5isu8Xx59ftr7my0zTxPd9dF3HMAxarRZ5npNl2XP//mJXVwghhBBCiG9DClXxWouiiPV6TalUeq5w2ozibgKBKpXKc4UswP7+PovFgiAI1OoawzCwLEul6G6KyzAMGQ6H3L59myiKmE6nnJ+fo2kapmny6NEjDMPg4cOHPH36lLOzM2q1Gnt7eyyXS1arFY1Gg+FwSJIkXFxckCQJ9+7dU3tT/+2//bes12ssy+K9995jOByyvb2N4ziYpsloNKJcLhOGIYAqHDfjzqPRCNM0KRaLf1Kns1arEUURpmmiaRppmjIcDgGoVqsv7VgLIYQQQgjxbUihKl5rk8mEcrnMZDKh1+upr2+CioCX7g2tVqssFgvK5TJZllGr1ZhOp6RpSpIk+L6PZVlMJhOyLOPq1avq7GqlUuH09JQwDNW47d7enlpBs16vubi4UGPAb775JsfHx/i+j2mahGHIL37xCyzLIooi7t27x/HxMdVqleVyyfn5OdVqlSzLGI/HuK5LpVKhWq2S5zmmaVKtVkmSRBWkURRRqVTUaO8mofe70DTtuaClTZe5UCgQhqEUqkIIIYQQ4k/24m/oQrxGdF0nDMMX9oLW63Vc16XT6TxXtEVRxGKxwDAMOp0OpmmSJAmnp6eYpqlW0lSrVcbjMeVyma2tLdI0pd1uMxwO+c1vfqNSeavVqkrpDYKA7e1tsizjzTffZLVaEYYhn3zyCfP5nNlsRq/Xo1gsqiCn7e1tTk5OOD8/Zzqdqr2um6J3PB5jmiZZltFoNEjTFN/3GY/HzxWkm8fq9fofvWdxHDObzdQ6nz9mc/52UwwLIYQQQgjxp5JCVbzW2u025XKZVqv13Nc1TVP7VDc250s3f8KzbmGr1aLVatFoNIiiSAUX7ezsUK1WKZfLtNttRqMRo9GINE0pFotkWabW0yyXS/b393Fdl7/+678miiJqtZpKG768vGQ2mzGZTKhUKvT7fZIk4ezsjOl0ysnJCePxmPF4zJ07d2i1WpRKJTqdjgpN8jyPNE0ZDAYYhsFqtVKfrdFo0Gq1SNOUIAhemny8MZvN0HVddZD/mM1qmna7jWVZ3/ZHJIQQQgghxAtk9Fe81nRd/9bnMdM0VZ1I13VZLpeUSiXK5bLaP7p5zhfHhi3LolAosFqtcF2X69ev88EHH9Dv95lMJuo8rGEYXLlyhSRJODo6UrtQN9cLMBwOqVQqav/pcDjk7OyMbrdLpVLhzp07qqMaBAG7u7tqT+rl5aVKHP6iPM9pt9us12uiKPrKPambsejZbEaWZdTr9ed2ygohhBBCCPHnJh1V8bO3WTUzn89pNpsUCgWazabaa7oZE/6iTWLvF7XbbdrtNu+88w7VapX5fM61a9cIgoBf/vKXDAYDZrMZnudx48YNZrMZjUZD7SK1bZvVaoXneXS7XXUdOzs7pGmqzoH+63/9r+n3+6zXa27cuEG9XidJEjzPU3tVt7e3XyhEHcdhuVyS5/nXdj4bjYYqwmu1Guv1+oXnpGn6XAdZCCGEEEKI75MUquJnz/d94jgmyzLCMFTJuZswJM/zXvp9cRyTJAnwLEX4/PxcpQJvOpKGYfDLX/5S7TWNoog8zwnDUBWhN2/eZGtrC13X2d7eplqtUqvVeOedd7h37x5vvfUWeZ6rIrpUKjEcDomiiIcPH7JYLADUrtTd3V10XVdhTXmek+c5hUIBx3HUbtWXmc/nDIdDgiDAtm2Oj49feu7U9321B9b3/e/jxyCEEEIIIYQio7/iZ2dThJZKJUzTVIFJgEqs3exN1TTtudHh5XJJmqZYloXneSpwaLO+ZrlcqrOgm1FcXddpt9sABEHA9evXWS6XFAoFNE2jVCrx9OlTsizj/PycXq+H4zj4vk+xWGQ+n/Pv/t2/YzQa8Ytf/IIgCPB9X71+u93m97//PVtbW4zHY65cuaIK0el0qtbWbEKPVqsVtm1jWZZaYfPF+7JJM+50OtTr9ZeOThcKBVXAS4CSEEIIIYT4vkmhKn5WNkFJpVKJ6XRKp9PBtm3a7bYKPwrDUI3dbjqR8KzIDIIA0zSZTqeUSiUWiwX1ep00TVmtViqgqdvtslgsqFQq6t+bolfTNC4uLoBnRV6apqoTWigU6Pf77O/v83d/93dUKhWSJOGXv/wly+WSN954g/F4zKNHjzg5OWF/f580TalUKlxcXNBqtZhMJrTbbaIoUsXsarVC13WyLCPPc3Rd5/9j705DJb33xL5/n+epepba11N16iy9qyS1dK+kmXtDxp4hBDzzJgSCMSQDjvF4nJgEAoYshrwICUlMICHYwSGY2Ia8McGEJITEYMZ3Zphcz3V0R8tVS93V3eo+e51T+17P89Sz5EVP/d0tqbuPpD66Len3AdHnnNr+9TRq6nd+W7/fJwgCbNumUCio6cGe51Gr1bAs66n9vclkklqtBvC1Vt0IIYQQQgjxRSRQFd85cRzj+z7JZPILS1w1TVPZ0vX9DcNQQ4bWk35N03zicYZhEIah2qsahiHZbJbVasXOzg4AnU6H1WpFHMfUajUcx1GZ2/Vwo7OzMzzPYzqdMplMmE6nzGYzLMuiUChgGAbvv/8+k8kE27Zpt9tcuXKFRqNBKpXi/v37KoBdr5FpNBp89NFHFAoFBoMBpVIJTdMwDIODgwMcx6Fer5NMJkkkEhiGwWq1olAoqNLhdUAdRRGJxPP/aZAAVQghhBBCXBQJVMV3zmAwUJnDjY2NJ27TNE1lG23bVllHgEQiga7raJpGHMcEQUC/3wegXC6TTCZV5vXxIDaOYzRNw/M8XNfF932Gw6GaErxcLjFNU2VmPc+jUqngui7tdptarUaj0aBUKtFut9W6G9u21aTfbDbL4eEhs9mMe/fuqR7SXC6HZVk8ePCAYrHIcDhkc3NTDUwql8tomqayvo8Phcpms8xmMzVxGFClykIIIYQQQvwynStQbTabOcBef99qtToXdiIhvqYgCEin02rC7Wczf+u+VHgUNNq2/UTw6TgOpmmqPtI4jnFdl0wm84WZRk3TiKJIrXNxXZd8Po9pmrTbbcIwZDwek8/nKZVKRFHE4eEhnU6Ha9eu8e677zKdTun1eqxWK2q1GplMhmq1SrVa5ejoiNu3bxNFEb1ej52dHQaDATdu3GC1WjGfz3n48CFbW1vMZjOWyyWdTgfHcUgmkxSLRYIg+Ny6mkwmI/2lQgghhBDipfTcQLXZbP4vwJ8FRoAGxMA7F3wuIb6yYrHIfD6nUCg8tzx13au6/vrxbKLjOCqj+tn1NPBo8u06gO31evT7ffL5vBrOtFgsCIJADT5al/FalkU6nSafz/OLX/wCx3HwfZ/pdEoul+Pk5ISrV68yHA5JJpNsbm5Sq9V48OAB0+mU999/n2q1Sjqdxvf9J/aiZrNZHMdhb28PTdPIZDLs7u5SKpVe4BUWQgghhBDiYp0no9pstVpXL/wkQrwgpml+rr/0aQzDUBN5PyuRSKiBQZ8VhiGdTodischoNCKOYxzH4ejoiN3dXTKZDHEcs1wuiaKIVCpFGIbkcjmm0ykPHz4kiiJ0XWc8HjOZTHBdl2w2yw9/+EOWyyWj0QhN09jY2ODOnTucnZ1xcnKC7/vMZjNM06Tb7RIEAZubm+zu7qoe1HV58boX9YsEQYBhGCqYXwfe2Wz2XD2qQgghhBBCXJTzfBr9/5rNZrPVarUu/DRCvKTWQVw+n0fXdYbDIdPplMViQb1eJ51OM5lMuHTpkgpO8/k8juNg27b6M45jer0emUyGdDrNYrEgDEM2NjYoFAr4vk8qleLo6IiDgwN0XWexWPCDH/yAk5MTNE1jNBpRKBQ4OTnBMAx1n2QySalUIpPJcPPmTXXmIAiYTCZomqZ2qA6HQzzPQ9M0VRLcarVIpVIsl0sajcYv+YoLIYQQQojvs/MEqmPg3WazOeNPS39brZZ8ihXfG77vc3BwQBRFDIdDtre3OTs7I5/P4/s+nuepnaee53F4eEij0cA0TeI4pt/vk81m0XWdTCbDyckJmUyG4XBIGIb86q/+KsVikXv37lGv15lOp+q5DMNgMpkwHA5ZLpdsb2+zu7vLaDQil8vhui6FQgHLsrAsC8/zaDQaxHFMsVjkk08+UX2s169fZzqdks/n8TyPTCbD/fv30TSNbrfL6ekpmUzm3NloIYQQQgghLsp5AtV/FSi1Wq3gog8jxNcRxzHw5demxHGsdot+EU3T8H2ffD7PcrlkOp2ysbHBYDAgn8+rctvJZILv+2xubrJarVgsFpRKJSzLIplMAmDbNpcuXeLu3buUy2Vmsxn//J//c3Z3d8nn88RxzEcffUQ6nVYTf9966y0ODg5466236Pf7aufpD3/4Q27fvk25XGY0GjGZTDg9PeXo6IgrV66wXC7Z39+nXq8ThiG+76u9qPl8nslkQi6Xw7ZtJpMJ9Xqds7Ozp5ZCCyGEEEII8U05T6B6F6gBxxd8FiG+Mtd1GQ6H6LquejPPI45jut0uYRgCj/pS1ytf1pLJJDs7O0wmE7a2ttA0jel0SqFQUEFiu90ml8vhOA66rmMYBsVikcFgoKbvrqcLTyYTKpUKv//7v69W2ty5c4dsNst0OlXrcd555x2SySSFQoHj42O63S75fF6VF3/yySdsbm6SSCTQNI1+v086naZQKHB2dqZ6Y3u9Hjdu3GC5XAKPpv06joOmaViWRRRFbG9vq8D7l2E4HOK6LrlcjnQ6fSGvsVqtiKLoib9bIYQQQgjxcjpPoPpngL1ms9nn0cRfKf0VLx3XddUU3Mczh2u+75NMJj+XbQ2CQA1COjk54dKlS2otzeMKhQKFQkF9b9u22rm63q3qOA6z2Yx6va5ep16vq8esy2vv3r1LGIY4jsPx8TGFQoHRaEQymWSxWKjMaj6fx7IstfbGMAzy+TzValWVHq/3o5ZKJfL5vOpJLRQKHBwcsLe3x6uvvspisVBZ1iAIcF2X+XxOHMcUCgVyuRyr1YrLly8zmUxIp9NfOjP9VYVhiOu6FItF9dov2npfrq7rar+tEEIIIYR4eT03UG21Wje+iYMI8XWk02lGoxG6rmPb9hO3DYdDfN9H0zSq1eoTAVgymcSyLHzfVxnNZwUx6/Liz2ZsC4UCw+GQOI7pdDqk02kcx2EymaDrOtlsVg03KpVKjEYjfvSjH6kAMQxDFTRHUUSpVOLSpUtUKhUePHiAaZqMx2N2d3e5c+cOP//5z2k0GqTTaYrFIovFAtd1sW1bDUQ6ODig3W6TzWbJ5/OMx2Oy2SyWZbFarTAMgyiKiKIITdPQdZ2zszOKxeI3FqSuB0+ZpslwOCSXy13I66wDfcMwVPZcCCGEEEK8vM6zR/VN4O8D28Ap8DutVuv9iz6YEF9GMpmkWq1+4W2r1Yp0Os10OiWO488FYetM6TpIfFrZcBAE9Ho9AMrlsuo7hUeBEECv12N3d5fpdEoQBIxGI4IgIJFIUCqVGAwGajfqdDrlxo0bHB8fUyqVODk5YbFYkEgkKBQKRFFEq9Wi3W7j+z5Xr17F93329/dxXZe9vT0syyKfz3Pt2jV++tOfcu3aNZbLJWdnZxiGQSaTIYoiCoUCxWJRBeHpdFpdC8dxmM/nZDIZwjD8XKB/UVzXZTqdql8ulMvlC3st27ZV6W8mk7mw1xFCCCGEEC/GeUp//zbwu61W68Nms/kW8Hd4VA4sxLdCPp9nNpuRy+WeOjAJHg1NelZvq+u6WJaFpmm4rvtEoBqGIZ7n4Xke+/v7VKtVPM9TgW2pVKJcLvODH/xA9YqenZ0RBIFaB/PBBx+wu7tLHMd4nkcymSSfz1Ov1/n44495+PAh4/GYWq2m1uSUSiXG4zFhGGJZFovFgtPTU1KpFI7jsLOzw6uvvkqxWCSVSj3xXrPZrPo+kUgQBI/mpT3+vr5LHn+/QgghhBDi5fb0T+3/gtZqtT4EaLVaHwAy/Vd8q1iWRblc/tp9iY7jEATBEz2w6/5Ky7JwXZeNjQ0V8LXbbaIowrZtlcVdZ1fXpbaapnHp0iVc12V3d5etrS3CMKTRaBCGIXt7e/zkJz/h4cOHHB0dUSqVmE6nXL16lSAI6HQ6GIaB4zhUq1UKhQKZTIZiscju7i6/+Zu/yc2bN1mtVnS7XVarFb7vq2D58WtUqVQol8tPZFTjOGa5XLJarZ64fxzHzGYz5vP5Ez9fB8rD4fC519O2bbLZLI7jSM+oEEIIIYR4wnkyqmGz2fzXgD8CfgPwLvZIQrycDMNQ5cXr3sp+v890OsUwDHK5HP1+n8ViwS9+8QtKpRKmaVIoFEilUriuy3g8JggCDg8P1XTi9Z/z+ZxOp4Omady+fZvZbEa5XFZB8GQy4ac//Sk/+tGP1G7W27dvs7e3xzvvvKMm5vZ6Pe7evcvly5dZrVYqKLVtm9FohOd5nJ6eous6r732GsvlUg1VSiSe/CdhMpmwWq0IgoBqtaoyzvP5HNd1iaIIXddV4L7u8V2X9EZRRC6Xe2qm+rNDr4QQQgghhIDzZVR/B/hLwE+Bvwj81Qs9kRAvuel0ymw2o9frMRqNVP/jepqspmns7+8zGAwIggBd1/F9nzAMMQyDvb09ut0uDx8+xPd94FEQubOzQ7VaJZVK8fHHHzMcDvnggw9YLpccHR3hui6XLl1iNptRKBT49NNPcRyHK1eu4HkeqVSKhw8fkkgkuHr1Kul0mvF4zGAw4PT0lNlshm3bzGYzxuMxw+GQW7duEYYhg8GATz/9FM978vdQURSp4HXdhwuoFTrrr9c8z+PBgwcMBgNc10XXdSaTyUX/lQghhBBCiO+Y82RU/4NWq/UXLvwkQnxLhGFIIpEgiiLK5TKDwYB0Oo1lWZimyWQyoVqtks1mSaVS5PN55vM5xWKR5XLJYrGgUqnQ7XaZTCaMx2P6/T6GYWBZFicnJyyXS/L5PI1GA9u2CcOQo6MjNjc3mc/nRrRddwAAIABJREFUnJycYJomi8WCdrtNJpNhOp0ymUwIw5B8Ps8777zDfD5nc3NTlfZOJhMV+O7u7qrA1fM8Njc3WSwWWJaF53lomkYul1P9vY/3rqbTaVW6/HipsGVZXL9+ncFgQBRFeJ4nWVMhhBBCCPGlnSdQfb3ZbBZardboRbxgs9n8N4C/0Gq1fvtFPJ8QX1cQBEynU0zTPFev5Dp4S6fTJJNJSqWSGsRkWRZvvPEGh4eHbG5uUi6Xmc1mKus4Go1wHIdOp8Ply5cZj8c0Gg0ODw9xHIfRaMTW1pbKxDabTXq9Hjs7OzQaDbXndH9/n0QigWVZbG1tMZ1OWS6X9Pt9arUa5XKZSqXCdDrl7t27ai2P53nU63WVDd3e3iabzdLv91mtVpRKJYbDId1uF8Mw2NnZIZ/Pf+F1+KIAdB2Ur0uWwzDENM2v8bcjhBBCCCG+j84VqAL9ZrPZAyIgbrVaja/yYs1m828BvwV88FUeL8RFGI/HJJNJptMplmV9rk/zs3RdJ5fLcXh4SBiGpNNp1buazWYJw5DXXnuNYrGodriWy2XVz9loNMhkMmpA0cHBAavVSp2jUqlQqVTU3tcoipjNZjiOw6uvvsqHH36oBhytM7DrEtv1DlbLstRQpxs3bqg+WsuyGAwGpFIpkskk6XSaRCJBrVZT7+/w8JDFYsFwOMS2bba2tp56LeI4ZjweE0UR+Xwe27afyLB+tjd1XQ4swasQQgghhHiW5waqrVbr0gt8vX8G/B/Av/sCn1OIryWRSOC6LsAz19c8brlcMh6PSafTTCYTCoUC/X4fXdcpl8uEYcjJyQl7e3vU63U6nQ5XrlyhVCpxenpKpVIhmUziui4nJyekUik1oMl1XarVKt1ul06nw2AwYHt7m3Q6zWg0IooiNjY2VAbUcRz29va4efMmpmliGAa1Wo1Op0MikWB/f5/NzU1c18XzPJVBBRgMBtTr9SfeWzabpdvtUqvVnrmuBx4FnutJxvP5nFwu99T7zudz5vO5GtxkWda5rrUQQgghhPj+eW6g2mw2fw34H4EacMyjnarPzIg2m82/Avz1z/z4L7darf+12Wz+K1/xrEJciHw+j+d5JBKJ5waq4/GYxWKBYRjk83mWyyXlcpnFYkEqlWK1WuG6LqenpwCsVismkwmGYeD7vtpf2u/3VZ/r1tYWDx48IAgCMpkM29vbzOdzhsMhjuOQy+UYjUZMJhNSqRTFYhGAYrFIu91WfaHrQDSfz/Phhx+SSCT4wQ9+wGQyUb2ktVpNvQfLsphMJlQqFcbjsXpP6ynEYRiSyWSeeT3W+1cnk8lTS4TXoijCMAyiKHpiMJMQQgghhBCfdZ7S3/8B+O1Wq/VJs9l8A/i7wK896wGtVuvvAX/vBZxPiG/EebJ7cRyr/svhcEi5XCaOY9LpNL7vqwFCyWSSZDLJcrkkk8mg6zqbm5uqlHY6neK6Lo7jkM/nmc1mbG5uMhqNqFarKuitVqscHx+TTqfVDtd+v8+1a9eo1+tomsaNGzfodDocHBzQaDTUECTTNFVW1nEcHMdhMpmo0lvDMOj3+5TLZabTqcru+r6v9s4+zzqrvN4rG0WROvsXWQ98enydjRBCCCGEEF/kPHWOo1ar9QlAq9W6BSwu9khCvJw0TSOVStHv90mn06RSKTV8aR2cxnHMcDhE0zQymQyvv/46m5ubACqDOhwOVUBbKpXY2NggkUhQLpfJ5XLUajVVTvvmm29SrVaZTqfcu3ePIAiIokidpdPpkE6nKZVKBEHAarViNpuxvb1NsVikVCphGAYPHz5UJbcbGxtkMhmazSapVEpND358Fc15zGYz8vk8QRAQhqEa0PSs65fL5Z6bpRVCCCGEEOI8n0o7zWbzfwZ+AvwKoDebzX8HoNVq/d2LPJwQL5tCoUChUPjcz9f7SpfLJfCoz7PRaBDHMavVijiOaTQanJ6e8sYbb/DgwQOKxSKGYZBOp4njWO0mPTs748qVK4RhqDKz9Xqdk5MTcrkcd+7cIZvNMp/P2dra4uDggDiOuXv3Ljs7O6RSKa5cuYJt24xGI7XHdXNzU03zrdVq+L5PPp8nlUphWRa6rp+7RxcglUoxHA4JwxDP8zAM46nZVCGEEEIIIb6M8wSqd/70zxvABPhDYBN4dvrkKVqt1h8Af/BVHivEyyoMQ0qlEh999BGmaTKdTgGwbZtCocB0OiUIAlKpFNPpVK2muXfvHt1ul+3tbcbjMZlMBtu2uXv3LqPRiHQ6zfb2Np1Oh0ajQRAEmKZJKpXiwYMHXL16lc3NTarVKr1eD8/zOD095dKlSyrDul5fYxgGN27cQNO0z2VOv0wmdc22bSaTCfP5nGvXrjGfz1/ItRRCCCGEEOI8U3//82/iIEK87NalreudqJ/V6XRUaWu/32exWDCdTmm32yq4LBQKZLNZer0ee3t77O7u0uv1WC6X6LquMqjr/lNN0wiCgEqlwsnJCfl8nnK5zHvvvUepVOLw8JB33nlHTfNdrVbYtk2/32dzc5NUKoVt26RSKTWZd7lcYprmufpQn8V1XSzLolKpcHZ2pkqc4dFu2iAInlhVI4QQQgghxHmdv85PiO+xIAg4Ozvj9PQU3/c/d/tisaBWq5HNZkmn02o/6ebmJpZlsb29jed5qrS31+thWRY///nPVe9quVzG932KxSKWZfEnf/In3Lt3j3K5jKZp7O7u0ul0aLfbLBYLZrMZs9lMDVZa97z2ej06nQ4/+9nPmE6n9Pt9ZrMZR0dHtNttMpkMg8FA7Vn9qmzbJggCkskkly5dUv26QRDQ6/WYTqdMJpOv9RpCCCGEEOL76cvX+wnxLRMEAePxGF3XKRQKT82IPovneZimia7ruK6LaZrqtjAM8X2f2WxGOp1ma2uLzc1N+v0+9+/fp9VqcffuXX7t134N13VZrVb0ej2CIGB7extN0/A8j2QyyXw+JwgCPvjgA1KpFAcHB5imSRzHnJ6eMh6P6Xa7nJ2d0e12yWQy/OQnP1GvmUgkqNVqWJal+kfb7Ta2bROGIblcjtu3b1Ov1xkMBmxsbHzl62oYxhc+fj3sKZlMEobhV37+F2md3bYs6wt7jIUQQgghxMvluRnVZrP5bz32db3ZbP7jiz2SEC/WfD4nkUgQhiGu636l51ivdzk+Pv7CTOR6GNFisSAIAhUUB0HAa6+9huM4KhidTqfs7OyQTqe5ffs29+/fZ39/n7t37wLw8OFDoiii1WqpTO5qtaLf7zMejzk+Psa2bYrFIvl8nrOzMw4PD8lms+zu7nL16lXK5bJamzObzQiCQPXJhmGIYRhf65o+i2maZDIZNeX3ZTCbzcjlciyXy5cmeBZCCCGEEE93nozqX2w2m1PABv4r4D+72CMJ8WKZpsl4PAYerZH5KnRdx7ZtlSl9nGEYWJZFHMc4joPrumQyGRKJBPV6nXv37pHJZNQamt3dXSaTCfl8nkKhoLKolmVxcnLCeDxmY2OD8XhMMplka2uLXq/HxsYG9+7do16vs1gsyGQybG9vk0wm2d7eVhOEt7e31X7Xfr9Pv98nlUqpQU3Xrl1jf3+fK1eufO1r+zTrMuCXheM4DIdDLMu60CBdCCGEEEK8GOcJVP888H/xKFD9s61Wq3uxRxLixXIcB9M00TTtS61feVwURRiGwYMHD0gkEnieh2VZ6vZisUi/3ycMQzVAaD0Q6cqVK0+sflkPXDo4OGC5XOI4DvP5HN/38X2fVCrF0dEROzs7nJ2dAbBarbAsS/W/NhoNdnZ2gEdDjSaTCffu3ePhw4e8/fbbXL9+nX6/j+/7mKZJLpejWCximiadToerV6+yWq3Uvtbvumw2q7K8QgghhBDi5ffUT6jNZvMf8i9W0CyBHwN/q9ls0mq1fvubOJwQL8rXyaLFcUyv13tiH+q633FtsVgQx7HKpK77NL9oFQzAdDrF932V5YyiiOFwyGg0Ip/Pc+PGDdrtNhsbG/R6PZrNJicnJ9TrdRKJBJZlUa/X8TyPdrvNBx98oDLHR0dHuK5LIpFQpa7T6ZQoitjY2CCbzTKZTMhkMl/5ugRBQBRFT/TqvuwkSBVCCCGE+PZ4Virlf/rM9//tRR5EiBcpjmMWiwXw9ctQ4zjG9308z6PT6ZBKpZ5Y7RLHMbPZjHK5zHA4JJFIMBwO0TSNSqWCpmlMp1MSiQSpVIrhcMiDBw/wfV8FvW+99RY//elPSafTDAYDLl26hGVZhGFINpvFcRw0TcMwDA4ODmg0GhwdHdHr9XBdVw0uWmduPc/j/v37wKP+Wd/3GQwGAGqvKzzKNmcymS91Pdb9spqmkclkXroyXyGEEEII8e331EC11Wr9IUCz2SwBvwUkAQ1oAH/4jZxOiK9osViwXC6J4xhN00ilUl/5uXRdx3EcFosFr7/+OoZhkM1m1e2apuE4Dv1+n3Q6jed5pFIper0evV4Px3GoVCrM53M10Gjd87ruLx0Oh5imqVbZVCoVoihiMplQLBZJpVJcuXKFn/3sZ5yenlIsFnnvvfd48803WSwWXLlyRT1+NpvR7XbxPI9MJsP+/r7K3K4D6OPjY4rFIuPxmDfeeONLlf+uhzGtB1QJIYQQQgjxop3n0+n/DtwG3gRcYHGhJxLiBdA0jSiK1NdfV6lUAlArXj4rmUyi6zq5XI4wDOn3+5yenpJOp9nf31fluolEgmQyiaZpxHFMPp+nWq0yn88pFAqUy2XK5bIKOt9//31msxkPHz5Ur2WaJvfu3WNnZwfXddnY2CCfz1MqlbBtm1u3bmHbNmdnZyogDoKAcrlMNpvFNE0KhQJxHKPrOnEcP/Fe1tftaf28tm2zWq0Iw/BLZ2OFEEIIIYQ4j/MEqlqr1fprzWbz7wO/C/zRBZ9JiK8tlUqpANVxnK/9fJqmPVHu+7jlcslyuUTXdWazGdlslo2NDU5OTlR21bIsisWi2pWaz+exLAvbtul0Oriuy2AwwHVdtra21A5VwzA4OjpiNptRr9fJZrNsbW2RSCQwDIMgCFitVrzyyitqBc16n2sQBKrPNZfLsb29jeu6xHFMpVLBNE0qlcoTk5AfLxEulUqYpslsNmO1WpHNZlXm9fGMshBCCCGEEC/aeQLVoNls2kCaR8OVvvsjQsV3wosIUM9D13WiKCKOYzWcSNM0XnnlFU5OTgiCgDiOGQ6HFItFlssl+XxeTQn2PI9+v89qtcK2bfr9PmdnZ3zyySeEYUiv16NerzMYDNjd3WW5XJLNZtWwpna7zU9+8hMqlQo3b94kmUwyHA65evUqQRBgGAaapuH7Pu12m3K5jOM4qo/Xtm117vU043VfLjzaQ2vbNtPplGKx+I1cUyGEEEII8f12nqDz7wB/HfgnwCHw/17oiYT4lrEsi2w2y3A4xPd9NfgomUySTqcZj8eYponneZyenqqgNpVKsVwuKZfL9Ho9DMOgVCoRRRHHx8d0u101ETiTyagSYMuymEwmavLwarUik8mwt7dHu91WgelsNqPRaJDJZNjc3OTg4ADbtmm322SzWS5fvgw8ygivS3jT6bTqY02lUvi+z3w+V3tZL1oYhk9kdGXnqRBCCCHE99NzA9VWq/W/gRqq9I9ardbkwk8lxLeM53lks1k8z8P3fSzLwnVdUqkUiURCZS7XPaonJycMBgPiOObk5ET1qk4mE3q9Hrdu3WKxWBAEAZcvX2YwGKj1MwcHBziOQzabpVAokEwmcV2XV155hfv377NarQBoNBpEUYTruty5c4dCocBkMmFjY4ONjQ08zwOeLOPVdV2VOEdRxGg0IpvNqunDF225XJJIJNA0jcViISXGQgghhBDfU188LeUxzWbzN5rN5i3gp8B/2Gw2/8rFH0uIbxfLshgMBgwGAzWMKAxDjo6OmM/nbG1tUa1WSaVSrFYrEokEnU6HTz/9lFQqhWma2LZNPp8nCAJqtZrKpJqmyZUrV4jjGNu2qdfrGIbBcDhkb2+PbDbLtWvX2NvbI4oitS91uVwyHo/xfZ+DgwM1HbhWq1Eul6nX6+q5nmUdXH9Vvu8zHA7VuqDnXUfP83BdF9u2v/JrCiGEEEKIb7fnBqrAfwn8BnAK/NfAv3ehJxLiW8iyLKbTKVEU0el0AHBdlxs3bmBZFkEQ0Ov1CMOQarXKYrGgUCiox3ueh2maZLNZLMsC4JVXXqFSqZBKpWi1WipovX79Oo7joOs69Xqds7MzEokE8/lcTf69efMmb731Fs1mk8FgwPb2NslkksViwWq1otPpEIYh0+mUdrutym0fp+s6xWKRRCLxxFmfJ45jNfV4HSwnEgnG47EK4p8mmUxSq9Wo1WpfKzgWQgghhBDfbucJVKNWqzUA4lar5QLTCz6TEN86w+GQk5MThsMh3W6XKIpIp9P0+31SqRTT6RTbtnFdl9VqxeXLl0mlUlSrVTVNt9vt4rouP/7xj6nVaoRhSBAETCYTBoMBw+EQeNRHats2mUyGbrdLIpFguVyys7NDuVxmZ2eH7e1tLl26xNWrV/nxj3/MbDbD9301QGlvb4/T01OGwyGlUgnXdQmC4HOB5Lr/NggCxuOxKit+liAICIKAXC7HYrFQ59N1/VyrgtZDooQQQgghxPfXeQLV+81m828ClWaz+TeA/Qs+kxDfKuuJvmEYcnx8TC6XUwHdxsYGhUIBy7KYzWbAo1LafD5PuVzm7bffZrVaUavVGA6HxHGshhu99dZbTCYTgiAgn8+TSCTUihmAXC7H1tYWN27coFKpkEgkaLfbmKbJ6ekpR0dHLBYLbt26xcHBAbdu3eLk5IT9/X10XWe1WpFMJhmNRpimSa/Xo9PpqGm/j7+/wWCApmkqWH6W9eqc8XiM4zgUCgXVgysBqBBCCCGEOI/zBKp/jUfB6R8BM+CvXuiJhHiJBEFAt9ul3+8/s2w1kUiwu7vLjRs3iOOYP/iDP+DBgwd0u10AMpkM1WqVjY0NNfV3MBjw8OFDEokE/X6fZDKpBiylUinu3r2LYRiq5Hfd5wpw5coVOp0OhUKBbrfL3t4evV6PjY0NPvzwQx4+fMgnn3yCruv0ej1yuRyGYbCxsaHW9pydnbGxsUG9XsdxHEzTVD2ij9M0TQW2uv78fzI0TaNSqbC5uan22VqWda7HPm690/U8va1CCCGEEOK75TzraZKAA6wnrsQXdxwhXi7z+RzTNAmCAM/zvnA3q6ZpbG9vc3Z2BsDHH3/MYrGg3W6Ty+XU/QzDYD6fM51OGY1GHB0dYdu2yox++umnRFHEyckJs9mMMAxZrVZ89NFHanKw67qMx2PG4zGpVIp+v0+326VSqdDtdslkMmiapgK809NT6vU6ruvSaDTY2tpiMplg2zZxHKvg0XEcXNdluVxi27bKtq5VKhU1zfh54jh+auY0DENGoxG6rlMoFJ6ZYR2NRqRSKcbjMbZtf+lAVwghhBBCfHud55PfPwRqwD8GdoF/cKEnEuIl4fs+uq6rAUTPGu4TRRHFYpFCoUA6ncY0TXzfZ3Nz83PP6TgOnueRSCTwPI/JZEIqlaJYLLKxscHR0RGr1Yput4vjODiOo1a2rDOn8/kcXdexLIudnR2CIGB7e1uddd0TOhwO2dzc5MaNG7zzzjskk0mSySS+71MqlVSgqOs6pVIJXddVOfDjDMNQA5yedQ3Ozs44PT1lMBh84ZCm+XyOYRhEUcRyuXzm9V8Pfzpvb6sQQgghhPjuOE9Gtdxqtf7Gn379fzabzT+6yAMJ8TJYLBZMp1PiOKZYLGJZ1lODpdVqxXA4JJlMYhgG9XodeNSfmkg8+b/Yuo80l8sxHo+xLIt6vc58PieOY87Ozp5YK2OaptrBut5xGoYhBwcHmKaJpmm8+eabdLtdZrMZlmVx+/ZtXNel2+1Sq9XI5/NqYNJ6N2upVCIMw8+9F13XVYD+Zfm+j2EYpFIpzs7O2NraYjweE4ahWoFjmqYKgh/PNn+RQqGgVvlIoCqEEEII8f1ynk+jHzebzT8D0Gw23wT2m81mstlsmhd7NCF+eYIgUIHns0pZ19a3a5pGJpPBtm2WyyX9fv+J+83ncyqVCp1OB8dxSKfTzGYz2u226uN85ZVXyOfz/PCHPyQMQ95++21s2+bP/bk/R7PZpF6vqz2piUSCOI65efMmr7/+OsPhkGKxyGKx4Nq1a3ieRzKZVBN9s9ksw+GQo6MjPM9T63Ta7Tae51GpVEin05RKJeBRqa7rusTx8yv+18H8crmkXC4zHA4xTRPDMAjDUPWarnt1n7d+RtM0TNOUkl8hhBBCiO+h82RUfx34rWaz6QPr4PQuj3pVr17UwYT4ZcpkMkynUxKJBLZtP/O+yWSSfD5PEASk02nOzs44Pj5WK1oep+s6d+/eZTabkcvlmM/nVKtVDg8PuXPnDlEUcfXqVRzHIY5jXnnlFQ4PD9nc3GQymXDp0iUVRKfTaRzHIZVKPZHNXS6XKrNpWRaFQoH5fE673aZYLLJcLqnX68xmM9XTms1m6fV6JBIJVW4cxzG9Xk/11pbL5WdeB03TnrhPsVgEHu2Tbbfbas9roVAglUp9xb8ZIYQQQgjxffDcQLXVat38Jg4ixMtE13Xy+fy57/94MJtKpajVaoxGI1zXJYoilRVMJpNq12qv16NcLmPbNr7vs729zf379/n0009JJBLouk6tVkPXdbXaZTp9tMZ4tVpxcnJCNpsljmMmkwlxHJPJZLhy5QonJye4rkuz2aTdbrO/v89qtSKdTrNcLhkOh2xsbKjy4dlsRhRFFAoFBoMB2WwWTdOIogjHcVgul0+U8H4Z6yFMnucRBMG5srNCCCGEEOL77TwZVSHEl1Cr1ej1ely+fJl8Pk8YhipQDYKAer2O7/sUi0VqtRrZbJZEIsGHH36I67psbm7y4MEDms0mi8WCS5cucXZ2prKpk8kEXdd5++23VUA5mUwwTZNKpaJW2BSLRfr9PsfHx8RxzMHBAZ1Oh1qtxsbGBrlcTq2SAZhMJgwGA2zbJgxDEokExWJRBdvdbhfbtikUCl/qeqTTaVarFZlMhnw+L9lUIYQQQgjxXBKoiu8N13VVee5FDudJJpPcvHmTyWSipuyu5XI5EokEtVoN3/eZz+domkYqlVJDgz755BOq1Sqnp6fMZjNKpRKGYeB5HicnJ4zHYxaLBb7v47ouhmGonaqvvvoqo9GI999/n2KxiOM4XLp0ib29PRqNBuVymcViwXw+p9/vk81mVZY0l8uRzWYZjUYMBgM0TaNarWKaJsvlknw+z2Qy+dLXwzCM55YNi0drfaIo+kpZayGEEEKI75rnBqrNZrMM5IFRq9UaPO/+QryMVqsVo9FI7URdZwXXE24/O53360omk08EZ1EUMRwOieOY7e1tPM+j2+1y+fJlZrMZ4/FYBY2ZTAbf9zk4OODHP/4x3W4Xy7I4Ojrik08+wXEcxuMx165do9/vMx6PqVQqHB8fP7F39ODggKtXr6p+2HXvaRAEXL58GU3TODk5YWNjQ+1H1TRNZT/X5cS6rpPNZtXzrN+P67qYpvnCr933URzHdLtdwjAkk8mQzWZ/2UcSQgghhPileuonzGaz+SPg7wAGMAOyzWZTA/79Vqv1z76h8wnxQqwzqI9P8J3P58xmM+I4plwuP3cK7Zcxm80AVPZ2uVyiaRqGYbBarfA8D9u2GQwGlEolxuMx4/EYXdfZ3t4mjmPq9Tp3795lMpmwtbVFoVDAcRz29/dJJpNomqaynIeHh8RxrLKfURQxm83Y3Nzkk08+4dVXXyWKIra2tphOp0wmE5bLJa+99hqTyUSVCwPk83kVlK5LljOZDJlMRt1nOBwCj8qFa7WarI/5msIwJIoicrkcy+VSAlUhhBBCfO89KxXy3wN/vtVqHa5/0Gw2d4F/BPxLF30wIV6kdb9lEASqRzIIApVhDcPwhQWqi8VCBaaappFOp7EsS+1lTSQSpNNpFouFKveN45jXX3+d+/fvE4YhYRgSxzG2bWNZlgpWr169yrVr16hUKvi+T6VSYTAYcPfuXRKJBP1+n93dXbUz9ezsDIDRaMR0OiWZTJLNZikWi3Q6Hf7kT/6EGzduPHF+y7JUhvVpoijCNE18338h1+xlEwQBhmF8YwH4etryYrF47n5ZIYQQQojvg2cFqsnHg9Q/dcijtTRCfOt8NgDLZrNMJhMsy3ruCpovYx14rstmPc9jNBoRx7HqNz07O1MZ0eVyydnZGfv7++p82WyWTCaD53m8//77ZDIZlW2dTqccHBzQaDSI45jxeEyj0cAwDBqNBrZtM51O0TSNjz76iHq9Tr/f5/Lly2SzWYIgwHVd6vU6tm2rnsg4jnFdl2Qy+dxy3mKxqNbNfNeyqetpzYZhPJFpvmhfZsq0EEIIIcR33bM+jf7fzWbz94B/AoyBLPBbwP/zTRxMiIum6/qXnmD7LLPZDN/3yWazKitm2zZnZ2fM53NWqxUAm5ubbG1tMZvNVNCYz+e5fv06Z2dnBEHAeDzGMAyVgY2iiPl8zvb2NuVyWe15vXXrFrlcjocPH1Kv16lUKrTbbQaDAYVCgSiKuH79Or1eD13XmU6nbG5u4nkenU4HXdexbZvT01PG47EKlqrVKrquq+m/n5VIJL6zgZXv++RyOcbj8ROrhYQQQgghxDfnqZ/AWq3WfwH8R8ASqAAe8J/86c+FEI8Jw5DZbEYymVTDjNZZ2mQyqUqBHw96HMdhNBrR7XbVY2/evEm1WsV1Xe7evctoNGJra4tsNsvJyQm6rlOpVNjb2+PnP/85BwcH3Lp1i42NDXzf5+zsjJ2dHd544w0A6vU6i8VCZV8bjQYPHjxQk4d3dnZIJpPYtk0ymSQMQ/V+Op0OvV5P7W79vsjlciwWC7LZrASpQgghhBC/JM+s72u1Wu8D739DZxHiWyUIAjUgSdd1NE1jOByi6/oTmbj1mpgwDHEcRz3+6OiI/f1bp8RiAAAgAElEQVR9Op0OlUqFWq3GjRs3GI1GfPzxxywWC/r9vsqM/sqv/AqTyQTHcdja2qLf77Narej3+3z00UfcvHkTz/OYz+e0223iOCaXy2FZFmEYslgs+OM//mM2Nzc5OTmhXC6TSCTQdZ3BYEAqlcI0TRzHUeW86/Lj75PHf8kghBBCCCF+OZ419fc3n3Zbq9X6JxdzHCG+HVzXZTQaAVAqlVR57GQyodFoqHUz6+m4URQRRRGJREL1hAZBgGVZKgN7enrK1tYWuq6r51yXBN++fZv79++rPazr6b6maVIsFsnlcoxGI4IgAB6VF3c6HebzOaZpMp/PgUf9l+l0mt3dXWq1Grquo+s65XKZ2WyGYRgqmDZNk9PTU0ql0jd6bYUQQgghhHhWRvWvAr8K/D7w+LSUmEd9q0J8L61WK6bTKZZlEUWR6jNdZ1XXZaOLxUKV/Xqep3adzmYzarUam5ubDIdDisUi4/GYZDLJ4eEh2WyWZrPJwcEB+XyedDrN66+/zmAwoFKp8Mknn6iJwZlMhiiKKBQK6LrOcrmk1+upDOp6FU2hUFBB5wcffKBu293dJZfLqfLedWBrmiaAKkP2fV/97GkeX/0jhBBCCCHE1/GsQPXfBP4Q+G9arVbrGzqPEC+1daktPMqqZrNZHMdhuVyq/ZfrYUrr+66DvOl0yoMHD9jZ2eH27du8+eab5HI5HMdhOBzSbrepVCoEQUC1WuXmzZusVivG4zGu6+J5nlo7sw46TdPk7bff5s6dO0ynUzKZjAp+G40Gd+/eVet4dnd3mc1mZLNZUqkUk8mExWKBaZoYhsFyuVSTiuM4xjAMXNdVXz9NGIb0ej2iKKJUKj13tY0QQgghhBDP89RAtdVqhc1m898GMt/geYR4aURRxGg0IooiisUihmEQhiGapuG6LvBo8I6maaRSKZLJJJqmqTJg0zSxbVv1qlarVQ4ODhgMBhiGwWq1wrIsDMMgl8uRSqXo9Xpcv36dk5MTNE3D930WiwVXr17FcRwsy8L3fTW06dKlS/ziF7/ANE21WqZcLvPmm2/ye7/3e5TLZUajET/60Y+4du0a77//PolEgsPDQ1577TXVY+s4jlpLo2kanU6HKIrIZDKkUqmnBqqr1YrBYEAcx2QyGZbLpQSqQgghhBDia3veMKUH39RBhHjZrLOJiUSC+XxOLpfDtm0mkwlRFJHNZpnP52SzWeDRdN/PCoKAdDrNdDoljmPeeecdjo6OmM1mTKdTVb6byWTIZrNMp1OOj48Jw5BMJqOyt7du3cIwDKbTKb7vMxwOyefzBEFAv9/HcRzVu5pIJDg+PqZSqbCxscF7771Hr9dje3tbTRD2fZ+rV6+qABtQQ6E8z1PBaxRFz8ym9vt9LMui3W6/8HU/QgghhBDi++uZgSpAs9m8Bzz+SXUFHAL/cavVeu+iDibERYnjmOFwiO/7FAqFp054jeNY9WwWi0X18/UU3iAIyGSeXXCQz+eZzWbkcjkMw1D/ZTIZgiAgiiJu3rzJbDZTK2P29/fxfZ9Op8POzg6j0Yh6vU6/32e5XJJIJKhWq7Tb7ScmD6/7SU9PT3Fdl42NDT744AM+/fRTgiBgsViodTU7Ozvouq6C1Pl8zmw2I45jyuWyyho//r6/iKZpxHGsguKncV0X13XVZGEhhBBCCCGe5bmBKvAT4B8BfwT8y8DvAv8A+NvAn724owlxMYIgYLVakcvlmM/nXxioLhYLFTzm8/knyllN06RSqQCoMt+nMU2TbDb7xP3S6TT9fp8gCCiXy+zv7xOGIbqus1qtWCwW5HI5Fcg6jkOv10PTNDY2Nuh0OqxWK/L5PACWZWFZFvl8niiKGAwGVKtV3nvvPZWBvX37No7jqEnD8/mcra0tADzPo9/vk81mGY1GnJ6eUiwWnxuEA5TLZTzPU2f5IutfDGQyGUaj0TMDWiGEEEIIIQDOs83+lVar9XutVstrtVp/AGy2Wq1/CkQXezQhLsZ6Rcx4PH5ir+njwjAkmUx+YTnv+jkeDz4nkwmnp6fMZrMn7jccDhkMBnS7XfW8pmnSaDRoNpuq3zSKIhaLBfAoS3nnzh16vR5//Md/zP379xmPx2iahud57OzsUCwW0XWdxWJBOp2mWCyqSb/pdJrT01MqlQrVahXbtrl+/Tq2bRPHMY7jqCC01+uxt7eHbdsMBgNWqxXlcpnxeKzew2Kx4PDwkAcPHqiVPI9fh3Q6/czyYE3TnigpFkIIIYQQ4nnOk1H1m83mXwP+GfBrgNdsNn/lnI8V4qWjaZrKiD7O8zyGwyGJRIJSqcRsNiOZTD41mH3cbDajXC6rzOHaarUik8movtb1XtXlcqlW1/i+r0qMO50OpmnieZ5ag7MuA/71X/91isUiq9VKlc/W63WWyyWz2YzVaqUCzXK5TDqdJpPJUK/XqdfrnJycUK1WmU6nrFYr2u02lmURhiGe51EoFBiNRty5c4dMJsNqtULTNKbTKZqmEUURruuyWq2eGsA/TbVaxfd9GbQkhBBCCCHO5TzB5m8D/ynwrwO3gL8I/Bj4nQs8lxDfuMVioSbX+r5PLpc792NTqRT9fv9z5bKP96iuS3snkwm+75NKpfB9n0wmQzqdRtd1arUa7XabRqOhJu96nkej0WA2m2GaJuVyGdM0WSwWGIaB7/vU63XeffddFbCm02m63S7pdJrt7W16vZ7qtQ3DkGKxSKvVwnEc8vk8qVSK4XBIEATk83kcx6HdbmOaJnEcq/U4uVzuueXOX0TX9af2AgshhBBCCPFZz/3E2Wq1+s1m858Cp4++bfWBf3zhJxPiG7beZ2oYhspYLhYLFosFjuNg2/ZTS1cLhQL5fB5N0574+bp/dC2fz7NcLtXAokqloiYI27atemePj4+Zz+dcu3aNd999l8uXLzMejykUCty+fZvlcsl4POb69etqZU2hUCCZTHJ6eko+n2d7e1sFrJ1Oh1wux7vvvksqleKDDz6gXq8Dj7Kd4/GY4+Njkskk6XSaVCqFbdvq7OVyGdd1cRznc+9RCCGEEEKIF+25ParNZvNvAn8Z8IG/1Gw2/7sLP5UQvwS2bbO5ucnGxga6rhPHMaPRiEQiwaeffkq328XzvKc+/lkB3Hw+59NPP2U2m1EqldA0jdVq9cSu0mQyiWVZTKdTbNsmiiL29/cxDEOVCU+nU7rdLtPplGw2SzKZpFQqcf36der1Oul0mt3dXUzTZDQaMZ/PWa1WLJdLDg4OWCwWJJNJwjDE933iOEbXdZbLJZcuXSKKIgqFAolEgjiOmc1mpNNphsMhYRiq0uUXIQxDJpOJ2kkrhBBCCCHE2nlq+H6j1Wr9GYBms/m3gJ9d7JGE+OqCIMAwjBeS9dM0DdM0GQwGpNNpTNNktVp96T7LKIo4PDzEcRxGoxGNRkPtY02n0xwfH1MsFlWAuH7+RqNBGIZcvXoVXdd58803VaC7XC4JwxDHcdB1nV6vx9WrV8lkMrRaLVarFWEYsrGxwcnJCel0mkuXLpFIJGi329y4cYMgCNjY2KBUKpFKpeh0Ouzu7pLJZIjjWGVw12tr1qtoniUIAnRdR9f/xe/APM9T1/Jx6wFRo9GIarUqg5aEEEIIIYRynkA12Ww29VarFQEa8OxPqkL8kkwmExaLBbquU61WX0iwWi6XyWazzOdzNE0jlUp9qcf//+zdaYxkWXoe5vfuSyw39sisrK2ru+f2jNnwjMdcbEskTYMAbdiQNN5FyyRBybD/kZRAirRl+IcIwjAEiYBFyLKHNm2CoEDbWmDBCyDBlKARx03NkJgmOXemu6qra8sttht3X/2jKs5UVmUtWVWZEVn1PkADnRGR954I9BJvfed8X5ZlkCQJlmUhTVNEUQTf90Un3NVYGNM0kaapCHOapuG7v/u7ceXKFXFGVVVVHB4eYnt7G77vw7ZtXL9+Hd/+9rdx6dIlMbJGlmWUZSkaNnU6Hdi2jfF4jOFwiO3tbeR5DlmWYVmW2HrcarWQ57noXhyGITRNQ6vVwmAwEFuWn2T13gBgMBhAVVVEUYTlcgng/vboh0P+qkHT6u+JiIiIiFaeJ6j+LQD/xHXd3wHwvQ9+Jto4WZah1WphuVyiLMsXavrzKEmSHjtn+rz29vawt7cHRVFw+fJl1HWNLMug6zrCMESr1cJoNMJ8PkdZluh0Olgul7AsS2wLXs06Be5vle31euL9zedz3Lp1C5cvX8ZXv/pVdDodsR04iiJcu3YNeZ5jPB7Dtm3RCGk0GiHLMsxmM0wmE+zu7mJ7exudTkeMy4njGNvb2wjDUITkVqv11PebZRksy0KWZSiKAqqqoqoqsY24LMsjr+90OojjWDSaIiIiIiJaeZ5mSn/Fdd3/G8B7AL7sed6Hp78sopNbhVTbtl9JSH1Zy+USjuPg008/RbfbxYULF1AUBe7duydmpq468QIQ50XTNBWdh23bRqPRQJIkoinS1tYWbNtGnufodru4c+cOWq0WVFXFZDJBEARQVRU3b97EF7/4RdR1DU3TEIYhFEURZ0+XyyUODw9x+fJlZFkG4P7WXUmSUBQF7ty5g52dneceRdNsNrFYLMRZWwBoNBqoqkpUlR/2IhVqIiIiInozPPHb/IMmSo9u8/0XXNeF53m/cLrLIjq5F618vkp5nkNRFLH9+Ctf+Qosy0KSJJjP5yKAjsdj5HkuKo9RFGGxWEBRFOR5jjAMsbOzg+Vyibt372J/fx9JkkBRFHzwwQe4dOkStra20Gw2oes6iqIQZ2Db7TaiKDpS2VzNRC3LEh9//DEkSUIYhhiNRkiSRMyVbTabWC6XGI1GaDabJxopo6rqY1uDJUk60ZgfIiIiIiLg6RXVb57ZKoheA9PpFAcHB1BVFdeuXYNpmnjvvffg+z5830ez2RShbTXqZRWsV1tgDw8PoSgKkiTB7/7u7wK433RoMBhguVxisVjg6tWrsG0bH3/8sage67oO27Zx9epVFEUhzq3O53O89957j4V427bFfNeHn1MURQTkuq7RaDSQpilUVWWzIyIiIiI6M08Mqp7n/dpZLoTovFt1B57NZojjGLZto6oq0TBJ0zQsl0voui5G1JRliel0ijAMkSQJbNvGt771Ldy6dQtlWaIsSyiKAs/z8IUvfAFJkmB3d1eMi1m5cuUKdnZ2oCgKDg8PcfXqVdy7dw+qqiJJEkwmE4zHYziOg8FggCzL8P7770NRlMeqpg9XQVfjY6qqEmN7iIiIiIhO2/oP8hG9Jnq9Hvb29mDb9pHuvdeuXUMcxwCAra0tAPfPgi4WC8RxLEbNaJqGbrcLSZKQJAl83xcdeTudDsbjMaIowvb2NtI0xeHhIW7fvg1d1zGbzWCapgimu7u7otPvdDqFYRgIggBRFEHXdSiKgkajcWy33dUW5WaziaIoYJqmWOOzgmpVVVgsFgAgOhATEREREZ0UgyrRK9Lr9WAYBmRZFs2ctre3RbOjTqcjXrtqeCTLMqbTKUajEYD7AXYVRIMggO/7aLfb0DQNQRBAlmUoioIPP/wQH3300ZHtw6uRMp9++imGw6EIx6ZpQpZlBEEASZKwtbWFPM8B3B8pkySJOOta1zWiKEK/38dsNhNbjpvNpmiqFMcxZFk+9jxwFEVi1moURWg2m6f0aRMRERHR64xBld54dV0jz3NomnakwphlGeq6fmaDpjiOkSQJVFUV81YBwLIsaJqGq1evHnl9mqaYTqcieDqOA1VVoWkaptMpJEkS24P7/T4ODw8xGAxweHiILMtw8+ZNMfZmsVjgww8/xGKxwLVr19BoNGCaJqqqguM42NnZga7r+Pjjj+H7vhiN02w2cfv2bQRBIM6yjkYjSJKERqOB6XSKZrMJVVVFV2LgfhiO4xhVVaHb7YrK8coqUAP3O/4SEREREb0IBlV6400mE1RVBVmWRffbNE0xm80gyzKazeYTx6jUdY35fI5ms4nDw0O0Wi1IkoQ8z5GmKRRFQbPZFKNnAIguu5qmoSgK9Ho9+L6PsizR7/exu7uLdruNIAgwn8+RJAl+7/d+D41GA9/7vd+Lb37zm1AUBTdu3EBRFLh27RoURYFt2+I8aa/Xw+c+9zmoqor9/X1cv34dy+USWZah2WwiTVPUdY29vT1YlnWkM6/jOHAc54nvV5Zl1HWNqqoee94wDAyHQ9R1DUVREMcxNE3biHFBRERERHR+8NsjvfHyPEe73cZyuRSPlWUJSZKgquqRpkXHkWUZSZKILbqrEBcEgQi7vV5PbA2O4xh7e3tot9swTROffPIJ+v2+qLQ2Gg2EYYh+v488z7FcLtHr9fDpp59if38fly9fxnQ6hSzLyLIMg8FAbBVO01R0BdY0DQcHBzg8PISqqmLbr6ZpqKoKaZpiMBig0+k8MZg+qtlsIgiCY5swray6A0+nU1RVhaIoMB6Pjz0PS0RERER0HAZVeuN1Oh3EcSzOkK5C5mqkzMNbXx8lSRKGwyHyPIeu65jP58iyDKqqYjqdQtM0pGkK27ZFhRUAPvOZzyAIAvT7/SNjYFZnVVVVxWQywdtvv40kSXDz5k188YtfhOM4YoxNs9lEv99HEAS4evUqZrMZkiTB3bt34bouwjAUFdRGo4ELFy7ANE30ej3RnVjXdbRaref+rCRJeu7XV1UFTdOQ5znqumZQJSIiIqLnxqBKbzzLsmBZlvi5KArUdS2aGj0rYK0aC+V5jizL0Gq1EEURxuMxkiQBcH8rca/Xg6qqMAwDi8UCqqpib29PVDcNw0Bd16Ib8Gg0ElXPPM9FaL558yYuXbokgqyiKEjTFF//+tcxGo3EduBvfOMbGI1GiKIIOzs72NnZObLuXq+HJEmQZdljZ01X6rpGmqbQNO3Ec1Q7nQ7CMES3293I7r9RFCGOY3Gul4iIiIg2x+Z9eyRaM13Xoev6ibvWqqoKRVEwn89hWRbG4zE6nQ56vd6RM6rdbhdbW1tiXulqHE1RFGIGa7fbRRRFuH37tjgnu7Ozg9FohCzLEIYhiqKAJEno9XqiE+9kMoHjOPj2t78N4P752yAIkGUZ7t69KzryAvdnpAZBgOl0KroAP2o+n2O5XIpGToeHh5jP50eu87TPw3GcjQyBqz8QME1TjNMhIiIios3BiirRMZ623fdJJEnCYDA4ss21KArYto0oilCWJcIwFDNKm80m5vM5dF3HYrHAYrFAo9FAp9MRZ1Xrusb+/j6KokCWZYiiCJZlIY5jjMdjbG9vQ9d1qKqKd955B/v7+6Lb8L1799DpdBBFEaqqwsHBgTgvGgQBDg8PYRgGLMs6tjHSav2GYSAMQyyXS+i6Lqqwz+qGvMlW54+DIBBjd4iIiIhoczCoEr1iD28Vbrfb8H0flmVBVVXRGGk+n2Nra0tsD75z546Yv7oKjoeHh9A0DcPhUGwv9n0fiqLg7bffxsHBAa5fv47xeIwrV64gCAK0Wi1omoYkSVCWpRhtszo7m2UZkiSBpmm4fPky7t69i1ar9cTQ2el0EAQBOp0O6rqG7/sA8Fp08R0MBiiK4rV4L0RERESvG35DIzpFmqah3++Lnw3DwMHBgegOnOc5PvnkE9GMaRWc8jzHYDDArVu34DgOsiwTVU/btnHjxg2xFTgIAui6josXL0LTNOzt7WFvb080d+p2uxiNRpjP5zAMQ4Th5XKJdruNOI6hKMqxYVXTtCPVZcMwIMvya9EYSZIkVlOJiIiINtSZBVXXdR0Avw6gDUAH8DOe5/3Ts7o/0TqswqimaZAkCd1uF2maQlVVLBYL5HkOSZJQ1zVarRYuX76MNE2h67popHT37l10u13keQ5VVTEYDNBsNuH7PqbTKVqtFpbLJVRVRVVVsG0bb731Fr71rW9hZ2cHu7u76HQ62NnZwb1796CqqugW7Hkems0mWq0Wrly5guVyiaqq0Gq1jm2A9HBDpfl8jjRN0W63jzSjetHPaTqdoixLdLtdBkgiIiKiN9xZNlP6GQD/wPO8HwDw4wD++hnem2gtJpMJZrMZJpMJAIimSqtQueq22+12MRgMMJvNkKYp8jwXW37rusaHH36I2WwGwzBEZ+HhcIiLFy8iz3NsbW0hjmM4joNWq4VWq4ULFy5gOBxiZ2cHFy5cEOdaB4OB6HgbRRG+9rWvwfM8RFEktgwHQfDU91UUhZgd+6zXPo8kSVDXNUzTRBiGL309IiIiIjrfznLr718FkD503+QM7020Fnmei3OqwP2K5Gorr+M4omq56qIbRREcx0EURfj4449x584dBEGAuq4RhiE++ugjvPPOO6ISO51OYVkWPvjgA/i+L+amJkkCwzDw7rvvIs9zMSbG933keS5GxkRRhHfffRdpmqIoCpRlibqun9koSVEUqKqK2WyGdrv90p+TruvwfV+sk4iIiIjebKcSVF3X/UkAP/3Iwz/hed4Hrutu4f4W4J86jXsTbZJV191OpyMee3Ruq+M4uHXrFhaLBSRJgmmayPMcvu9jNpvB931xnUajgfl8jl6vB0mSUFUVdnd3sVwu4TgObt++je3tbXGWtCgKDIdDpGmK5XKJRqOBRqMBWZZhmia+53u+B5988gkuXLgASZIgy7J4zdMc1+H4ZSiKgtFoJK5NRERERG+2Uwmqnud9GcCXH33cdd33AfwmgL/ged5vn8a9iTbJo6G0LEtUVfXYGcwsy9But7G3tyfOiN66dQuWZcG2bdR1jSzLsLOzI5okKYqCxWKBoigA3A97w+EQ/X4ff/RHfwRd19FsNtFoNERI9X0fpmlCkiRIkoTRaITRaIQ8zzGdTmGaJtI0RaPRQFVVSNNUhN7jvMpQyYBKRERERCtn2UzpcwB+C8C/73ne75/VfYk2RZZl+OijjyDLMtrtNhqNhmhatL29jd3dXdi2DcuyUJYlPv/5z+PGjRsiQHY6Hezt7eHOnTu4dOkSgiDAcrlEnue4evUq+v0+0jSFoiiwLAtbW1uYTqewbRtVVSGOYyyXSzEDdTAYiNEsq7Owq2Ba1zUODw8hyzKWy6WodhIRERERnYWzbKb0SwBMAL/suu7/67ru3z3DexOtne/7UFUVkiRhf38fSZKIJku2bePKlSvo9/vI8xyKoiAIArTbbTSbTSyXS9y9exeO46AsS1y/fh3T6RS6rkOSJPi+j+VyiaIokKYp3nnnHTSbTWiahvF4DMMwEMcxiqLAYrGApmlI01SsbVWNtSwLURRhb29PBNrVWBwiIiIiorNyZhVVz/P+xFndi04mz3OxlbTb7XIL5ilptVqYzWai0dHBwQFs2xah0TRNDAYD5HkOAKID7re+9S3UdY3t7W0oiiLmq85mM9i2DUmSoCgK7ty5g52dHVRVhcuXL6OqKjHeRpZl3L17F7Zt4+DgAI7joNvtoqoqRFEE0zSPjLcpigKmaaKqKvR6vTV/ckRERET0pjnLrr+0ocIwhGEYSNNUBCZ6OWVZiuZEK4Zh4O233wYALBYLxHEMXddxcHAATdOwu7uLq1evihExsixD13V0u12Mx2NEUQTDMFAUBSzLwqVLlzCZTKDrOhRFQZIkODg4wHvvvQdZlpGmKb7xjW/g4OAA7XYb7XZbPK8oCuq6xvXr15GmqajoNhoNzGYzsT35SWdTT/I5zGYzAPdH8Dw8h5WIiIiI6EkYVAmGYWA+n0OW5cea/NDJpWkqwlm/3z/yma6CX6fTEeEySRLcvHkTw+EQk8kEqqrC9330ej1cu3YNsizj+vXruHDhAmzbxng8RpqmiKII4/EY/X5fhNyiKFAUBb7+9a9jNpvh8PAQlmXh9u3bcF0X/X4fYRiiLEux9bfVaiFNU9HkaTgcvtT7n06nSJIEjuOgrmsRTuM4RrPZfKlrExEREdGbgUGVYFkWDMMQnWDp5Tx8tjPLMmiahiiKEAQBLMtCq9WCJEli/uiFCxdE997VbNRerydC3s7OjhgXo+s6FosFtre34fs+BoMBJEnCZz7zGURRhFarheVyCUVRMB6PcXBwgPl8ji984QsYDofQdV2cV9U0Df1+H4vFAuPx+JX8IUVZlsiyDN1uF0EQwHEcBEEAAAypRERERPTcGFQJAF56iyd9h23bYibqajTNas7pdDpFs9kUfyDQaDREMN3e3kZZlhiNRgjDEKqqigZJhmEc6diraRrCMERd1wDuh8BVEJQkCVEUIQxDfP7zn4dpmojjGMPhUHTxbTabUFUVtm3DcZxXtiVXURQxPsdxHOi6jvF4LNZFRERERPQ8GFSJXjFFUR5rQJTnOa5fv45er3cksK267bbbbaRpilarBVVVYVkW9vf3IUkS8jyHqqqYTqcYjUaiGdNwOERVVaIyu9JqtdBqtVBVFW7evInFYiFG1BiGIdY2nU7FrFRFUSBJEvr9vhhZ86Iefe8MqERERER0UiyjEZ2yPM+haRp2dnaeuL3WMAwYhoHpdIrZbCYqpXVdi8ZKqqoiCAJkWQbHcbBcLrG7u4s//MM/xN7eHmazGRaLBaqqwnK5xHK5hO/7YuttWZZH7lmWJXRdRxRF0HUduq4jSZKnvpe6rkWzJyIiIiKi08KgSnTKFEVBURSYz+dPrVYGQYBGowHf93Hv3j2oqgpN01DXNfb29nD9+nXkeY5+v480TRHHsejUvDqLmuc5JpMJsizD4eEh0jSFYRiIogi2bWM6nWJ3dxeLxUJUXbe3t5HnObIse2bH5/l8jiAIcHBwwPmqRERERHRquPWX6JStxtSoqoqyLJHnOWazmdhquzofvNrue/PmTVy8eBEA0G63sVgs8OGHH6Kua3zta1/Dl770JWiahrIssVwusb+/j3a7jdFoJBpi7e3tIY5jTKdTGIaBz33uc1gsFgjDUDzvOI74HcuyHhunA3ynCrs6w1qWJTRNQ1EUoupLRERERPSqMagSnbJVoGu324jjGHEci3moSZLAtm0URYEwDFFVFa5evYowDKEoCuUhK6oAACAASURBVDRNQ6vVgmEYCMMQjuNgf38fV69exc7ODjqdDhqNBjqdDqqqQr/fx6effoput4vJZALXdVHXNXzfR13XODg4QBiGuHLlCqqqQl3XiOMYvu8DAIbDoQilSZJgPp8D+M6YnU6nI7r5ciYqEREREZ0WBlWiUybLMjqdDtI0RbfbRV3XmEwmkGUZhmEAgBgX02w2EUURBoMBOp0OvvnNb2IymWAwGEBRFPT7fVH9XM1inUwmmM1muHDhAhqNBsIwFNcPgkCcQbUsC3me4/3338f+/j62trYgyzKyLINlWciyDHmeiwC6WCyQ57n4PU3ToKoqOp3OOj9OIiIiInoDMKgSnYHVllxJkqBpGra2tiBJEnzfF118V42MLl68KLr8rs6q7u/v47Of/azo2hvHMcIwRFEUaLVaeOeddxDHMYqiwMWLF1HXNabTKS5evIivf/3rKMsSd+7cwYULF1AUBUajEWzbBnB/tM1isYCmaSI4Z1mGsiyRpqmo1BIRERERnRUGVaJTVlUVZrMZbNvGbDbDcDiEJEmoqgphGKLT6WC5XIp5o1mW4d69e4jjGIqiYD6fo91uwzRNsWX48PAQd+7cQRRFME0TeZ7jrbfeEpXTxWKB0WgkGjR1u12kaYp3330XZVke2barquqxQVRRFHQ6Hei6fuIRM3meI0kSWJb10uNuiIiIiOjNw2+QRC+oLEuEYQhd15/aLXdVSV0sFkcCnyzL0DQN8/kcjUZDPLdcLpGmKcqyxFtvvQXbtqHrOqqqgqIoKMsSvu+jKArs7e3hM5/5DBzHEdVQ4P4s1TzPsbW1hUajgYODA1y+fFlcY3Wvuq5R1/VjTZR0XYfjOCjLUlRen9dqa7NpmiKYExERERGdBIMq0Quaz+ei4vlwE6JHSZIE27aRZZmYW7oKf61WC7PZDGVZoixLJEkCTdOQJAmKokBVVaKaulgssFgsoOu6mK/62c9+FnVdo9FooK5rzGYz3L59W3QUliQJRVFge3sb+/v7CMNQnDOdz+fwfV9UXB8N288aVfMsHF9DRERERC+KQZXOnTRNMZvNRHOhR6uBZ0WWZRRFAQDP3BqrquqxwS8IArRaLQRBgJs3b6IsS6iqiqtXr+LOnTvY3t7G4eEhyrKEZVmYTqeYzWYwTRPj8RiO4yAIAsznc+zu7gL4TkV2te121TApTVOMx2NEUYTpdCoeXzV6etlguiJJEgaDgdj6e1pWc2SbzSa3FxMRERG9ZtbzDZ/oJcRxLLbKZlm2tnWsRsMMBoNnhmXbttFqtdBqtY5spTVNE77vQ5IkhGGIRqMB3/dh2zbG4zFu3LiBqqqQZRmWyyWKokAQBACAwWCA0WgE4P5nMpvNUBSFqJKuxt80m03cvn1bjJsxTRONRgNlWSIIAkyn01ceKFVVRbPZPLURNmVZYrFYQJZlMUKHiIiIiF4fLEPQuWNZlqio6rq+tnVIknSigHfcaxuNBizLgizLkCQJn376KQCIJkhbW1swDAN1XcNxHFRVhcFggJs3b2J7e1tsEZ5MJrhw4QIMw4DruijLUmwRDsNQVB3LskSe56LC+9Zbb0FRFKRputbP8qRWfzCQpimrqURERESvIX7Do3PHMAxsbW2texkvZTVexrZtUWEdDAaIogjj8Vh0+m02m2IEjSzLaLfb+OSTT3Dt2jVMJhMURQFZlnHp0iVYliUqrLu7u0iSBMvlEu12G7u7u5AkCa1WC4ZhII5jWJYlmjadtGHSukmShOFwiDzPjzSRIiIiIqLXA4Mq0RrM53N0Oh3MZjPUdQ1VVWEYBrrdLubzOZrNJoD7FdeHtVotXLx4UcxcHQ6H+PTTT2GaJtrtNg4PD2EYBjRNQ7vdxsHBAQzDwM7ODlRVFRVWSZJENRfAuaxKKopyaluLiYiIiGi9zt+3U6JzpCgK0R240+mIpkuGYWCxWCBJEiiKgjAMcfHiRbTbbbTbbQCA7/soy1KcJw3DEJZlodvtoixLVFWFW7duodlswrIsTCYT9Ho9+L6PdruNyWSCsixx584d9Pt93LlzB71eD6ZpotvtQpIksYW2LEvM53NIkoROp7O2BlVERERERACbKRGdqiAIoOs6iqJAmqbi8W63i8FgAMdxMJ1ORaOjlTRNxdbdGzdu4OOPP4ZlWfB9H3VdI89zlGWJ0WiEdruNqqpQVRUODw+hKAosy0Kv14PjONA0DXEcoyxLOI6Doige61IcRRGSJIHv+1gul8/13rIs4wgaIiIiIjoVDKpEp8gwDERRhLIsoWmaeFySJKiqKoJkr9cTVcy6rjGfz7G3t4fpdIpOp4OyLDGdTiFJEqIowmKxgO/7UBRFdNdVVRXL5RKmaYrZravzvKPRCFeuXEEURaJiu7IasTOZTERAfpbFYoH5fI6DgwPUdf0KPzEiIiIiIm79JTpVlmVB13XR1fdRqqri0qVLmE6nKMsScRyLLbmXL18WgbTVaiFNUyiKgr29PZimCV3XUVUVGo2GqMgmSYKPP/4Yn/3sZ2EYBlqtlrjXcQ2TptOpqKLWdY1Wq/VcnYzzPIdlWQjDEFVV8awoEREREb1SrKgSnTJFUY4NqSurMTKtVgu+74ufoyjCcDhEp9PBYDAQr3UcR2zTLcsSdV1jNpvhxo0bSNMUrVZLzFp9ljRNYRgGTNPEeDwW816fxXEc5HmOVqvFkEpERERErxyDKtGaSZIEXddFSJVlGaPRCJ1OB/P5HGmaIs9zbG9vi+3Bq06+vu/jxo0b2N3dxbvvvos8z5Fl2WP3qKoK8/kcvu8fedxxHACApmnQNE2cYZ1MJk89q7rarvxoV2IiIiIioleBW3+JNkC/30dZlmKEjCRJyLIMjUYDWZaJbbv7+/vQdR3NZhO7u7uYTCZQFAVVVeHu3bsYj8cYj8dIkgRVVYlgGwQB6rpGmqZihmpZlijLEr1e78gs0lVgjqIIpmkeOVtLRERERHQWGFSJNsCqudLu7i6CIECv10O73cZsNoMsyzAMA7du3YJpmsiyDJqmQdd1NBoN7O/vo91u4/Lly6iqCmVZPnYmVlVVxHEsZrYCwGw2QxRFCIIAb7/9tgiruq5jf38faZqi3W4zqBIRERHRmePWX6ITWs0cfd5zoM8rSRIcHh7CNE1MJhOoqorhcIh+vw9ZltFsNhFFEbIsQ7PZFPNVZVnGcDhEkiQwDAOSJKHdbh8JqrZti5E4q+BZFAWiKIKu60e2+dq2DV3XcenSpVf+HomIiIiIngcrqkQntAp1YRhC13Xoun7s6+I4RpqmaDQaz12VbDQa8H0f3W73sed6vR6azSZUVRUNjMbjMcqyRJZlSNMUVVVhuVxCVVV0u130ej3x+4+uczAYiKD68NbfVQU3CALkeY7ZbAbHccQ2YiIiIiKi08agSnRCiqIgjmNkWYYgCNBsNh8LgavmRY1GA/P5HMPhUDwXRRH29/ehqirG47EIsaZpYmtrC1VVHTtKZrU9OEkSMet01QwJuH8OVdd15HkOx3GObar0MFVVcfXqVVRVJbYDr+4zHA7h+76YsRqG4XN1AyYiIiIiehVYIiE6oVarJSqMqqpiOp0+9prVLNTV7NOHTadT1HWNOI6xWCyOPGdZFhqNxhPH2ay68d67dw+apsH3fciyjCiK0Gg0UFUVBoMBFEU5EmLruj72eqvwe9zjlmUhz3OkacpzqkRERER0plhRJXoBhmGI6uVxoVKSJAwGA+R5fmRbLXA/jM5mM+i6fmxIfJq6rqFpGhaLBW7cuAHTNNHpdJBlGS5cuICyLDEajcQ23bquMZlMkGUZHMc5Mk4myzJMJhPIsizC7cN0XcdwODzSgAm4X12NogjNZhOWZZ1o/UREREREz4NBlegF9Xo9pGn6WBBdURTlsfBXliWA++dDO53OiYNev99HFEUYDAYYDoe4e/cubNvGYDCAYRiwLOvIWdKyLFEUBVqtFn7/938fjuPgrbfegm3bSJIEtm2jKAqkaXrsduNH11/XNRaLBbrdLhaLBYMqEREREZ0Kbv0lekGKosC27cfC3NNEUSSaFa1CaxzH2N/fh+/7AIA0TcVzj1JVFZqmQZIk3Lp1C51OB3meo9PpHDtKpigKZFmGmzdvot1uo91uYzKZALhf2V01YDJN87nWL0kSdF3HYrF4YkCfzWbY29sT52iJiIiIiE6KFVWiM2QYBsIwBADRnGi5XKLVamE+n6OqKmRZhqqqMBwORQieTqdIkkSMnVl187UsC7ZtH9l+vDqPuhqj02q1oOs6Dg4OMJlMcO3aNQCApmkYjUYnfg/9fh9lWR67bTnPc2RZhlarhSAInjsAExERERE9jEGV6Azpui7C4WqLrmmamM/n0DQNdV3DMAwkSYKyLKEoCqqqQpqm6PV68H0fw+EQVVUBuH/OdLFYoNFoiHDo+z4URUGn0wEAUTH9ru/6Lvi+jyAIUBTFkdE1J/GkBkzA/YqvLMtYLBZot9svdH0iIiIiIgZVojP26DzSdruNZrMJWZZRliV830ej0RAjb2RZhmmamM1moqLaarVQ1zX+4A/+AI7jYLFYoCxLBEGAMAyxtbWFPM/R6/WQ57mougZBAMuyEEURut3usY2gkiSBJElP3Nr7NKvRNnVdP7FzMRERERHRszCoEm2AVXhVFAXdbvex5x99rCxL0cwoSRJYloWqqtBsNhEEAbIsQ7/fh6qqIvDWdY00TbFYLGCa5rFBMgxDhGGIuq7R6XReKKwCeK6QWlUV8jyHrusMtURERER0BIMq0VPEcYyqqh47B7puk8kEdV3jzp07aLfb6Pf7cBwHYRji7bffFgGzrmvUdS2CsGVZ6Pf7yLLs2OtWVSW2G6+2F5+Ww8NDMW+23++f6r2IiIiI6Hxh11+iJ0iSBL7vI45j0QBpU1RVBVVV0el08O6774qA2W63RUjN8xx7e3vY399HlmWiCZMkScdWbQGg2WxC13VYlnWqo2fqukZZlrAsC0VRnNp9iIiIiOh8YkWV6Jyo6xpBEIigmSQJxuMx9vb2YNu2aL60kmUZZFlGmqaIogi6rsMwjKdu512dfz1tq/cQx/ETQzMRERERvbkYVImewDRN1HUttv6u22w2w+7uLjRNw/b2NhqNBhaLBcIwRKvVErNNJUmCbduwLAs3b96ErutQVRW2bWMymUCWZQwGgxPNfz0NpmlyfA0RERERHYtBlegpTnP760nFcQzTNBFFEYqiQJqmsCwLcRzj008/haZpGAwGAO6fYW00Guh2u7AsC1mWiaZLRVEgSRIRYDfp7C0REREREcCgSnRu9Ho97O7uwnEctNtt1HUttvT2+32YponlcglJktBut1FVFRqNBmRZRrPZRBzHuHXrlmheJEkSFEUR4ZaIiIiIaFMwqBK9pNXs01Uzo9NiWRauXr0qKqBBEECWZWxvb2OxWKCqKvR6PciyjCRJUFUVut2u2OJbliWuXLmCLMuwXC4xHo+xWCxObb1ERERERC+KXX+JXtKqipmmKZIkeeHrlGWJg4MD7O/vP7ET7iqklmWJIAhgGAaCIBAV1IODA3FmdTweHzmH2mg0kCQJJEnCeDxGHMfodDovvF4iIiIiotPCiirRS9I0DUEQoK5rqOqL/yuVJAkURYEsy4jj+Ej33UfnocqyDEmSEIYhTNNEHMdoNBqYzWawbRthGKLZbD62ztFoJH7ehAZRRERERETHYVAlekmNRgO6rkOW5ZfqpGsYBpbLJQCg3++Lx+u6xv7+PhaLBdrtNra2tiBJEobDIcqyhKZpSNMUs9kMmqbh1q1baLfbiON4o5pBERERERE9LwZVoldA07SXvoaqqtja2kJd10c68RZFgTAMYRiGCKu2bUOWZeR5jul0CsuysLW1hU6ng+VyCV3XRVfgoiiQ5zlM02SHXyIiIiI6F3hGlWjDPBomNU2DaZoIggCWZR2p2s7nc+i6jvl8jrquYRgGVFVFnudoNpuo6xqHh4cIwxCz2eys3woRERER0QthRZXoHLhw4YIYKaPrunhc0zREUQRFUUTA7Xa74vmqqlDXNTRNQ57nZ75uIiIiIqIXwaBKdE4YhvHYY91uF1mWPXHrsSzL6HQ6uHv3LjRN47lVIiIiIjoXuPWXaAPVdS1moT6NJEkwDEN0Az5OnucIwxBFUYhmTUREREREm4wVVaINNJlMxEiah0fKPE2apuIcq23bKIoCk8kEi8UClmVhPp9zbioRERERnQusqBJtoKIoYFkWyrJ87t9ZLBYwTROLxQJVVSGOY5imCcdxsFgsHpurSkRERES0qVhRJdpA3W4XURQdaYyUZRlmsxlUVUWn00GWZQDuN1RaLpcIwxBVVUFRFMiyDNM0RWV2PB6j2+0ijuN1vSUiIiIioufGoEq0gQzDeKx5UhRFsG0bSZLg9u3bWC6XME0Tqqqi3W6j3W5DkiQRbjVNw3A4RFmWKIoCSZLAcZxj71dVFaIogqqqME3z1N8fEREREdHTMKgSnROmaWI2m6GuazErNQgCNBoNES673a4YU1OWJQ4ODkR1tdfrPfHavu+jqioEQYDBYABV5X8aiIiIiGh9+G2U6JwwTRNbW1uQJAlhGGI6naLf76OqKnS7XSiKAlVVxTZgXddFV+CiKJ55/bquz+BdEBERERE9G5spEZ0jq2ppo9HAtWvXUJYlkiTBbDYTzwVBgG63iyRJ0Gg0UFUV2u32U6/rOA5M00S322U1lYiIiIjWjt9Iic6pRqOBbrcLWZaRZRnyPIeiKNB1Hbdu3UKv10Oj0RCPP40kSWg0Gme0ciIiIiKip2NFlegcybLsyDbeRqOBNE0hy7JovpTnObrdLqqqwuHhIebzOabT6bqWTERERER0YqyoEp0TURRhuVyirmv0+31omiY6+67UdS2aLSVJIrb9BkGwxpUTEREREZ0MgyrRSyqKAlEUwTRN6Lp+qvfRdR1FUaAoCtR1jcViIeaqSpIESZLQ7/eRJAn6/T7yPEccx+h0Oqe2LiIiIiKiV+3Mgqrrug0AvwGgCyAD8GOe5905q/sTvSp5nmMymYhQOJ1OYRgGJpOJ6Mp7GprNJnzfh2EYYlSNaZqI41jMWJUkCbqui8Csqiosyzr2emVZYj6fQ5IkdDodyDJPAhARERHRZjjLb6Z/DsA/8zzv+wH8OoCfPcN7E70ycRzDsixomibOh5ZlKSqap0WWZXQ6HbTbbUiSBNM0EQQBFosFfN/HwcHBiUbMRFEERVFQ1zXiOD61dRMRERERndSZBVXP8/4agF988ONlAPOzujfRq2TbNpIkQVEUME0TvV4PhmFgMBicyf2DIMDe3h7qusZ4PIbjOGi32yjLElVVHfs7x81R1XUdSZIgz/NT3bJMRERERHRSp7L113XdnwTw0488/BOe533guu4/BPA+gB8+jXsTnTZVVTEej488dpajXXzfR6/Xw3w+R6PRgOM4WC6XaLVax46hmU6nyLIMmqah3++Lxw3DwGg0AgBu+yUiIiKijXIqQdXzvC8D+PITnvsh13XfA/D3Abx9Gvcnep2tzqeuzp4ahiFG0xwnTVN0Oh3MZrPHnmNAJSIiIqJNdJbNlH4ewG3P8/4XAAGA8qzuTfQ66fV6qKpKhMyqqjCZTFBVFXq9HjRNO/J6x3EQBAEcx1nHcomIiIiITuwsx9P8KoBfe7AtWAHwE2d4b6LXysOV0DiOkWUZLMtCFEWPBVLbtmHb9lkvkYiIiIjohZ1ZUPU8bw/Aj5zV/YheF0EQII5jNJtNsd23rmvRYThJEszncxweHsJ13XUulYiIiIjolTjLiioRnVBd1/B9H91uF77vw7IshGGIxWIBXdfR7/chSRIuXryIOI6hqt/5VzpJEiyXS5imiVartcZ3QURERER0MuykQrSh6rpGWZbQdR3z+Vw0TIqiCN1uF0VRoCxLsdW33W4fCaq+76PRaCAIgieOrSEiIiIi2kSsqBJtqOl0KmacjkYjMXqm2WxisVjAMAwRTI9rlGQYBnzfh6qq7O5LREREROcKgyrRhsqyDJ1OB/P5/Mh8VMuyxFnVp3EcB81m87lDapqmqKrqua5NRERERHSaGFSJNpTjOAjD8LnHyvi+jyzL4DiOGFHzcMB9mizLMJ/PIcsyyrJEs9l84XUTEREREb0s7gckWoM4jpEkyVNfY9s2BoPBE0fLlGUpzp7meY44jsV235OqqgqSJEGWZZ5nJSIiIqK1Y0WV6Iytxs2swuGqSdJJrEbSAEC/3xeV0zAMX6gaapqmCL6sphIRERHRujGoEp2xuq4hyzLqukZd1y90jSzLRLjM8xyapmE4HKKqqiOdf0+i0Wi80O8REREREb1q3PpLdMaazSYMw0Cj0YBpmi90jUajgbIsIcuyaH4ky/ILh1QiIiIiok3Cb7VEZ0ySpJfeXqsoCvr9vvg5yzIoivLczZOIiIiIiDYZgyrROVYUBe7cuYM4juE4DobD4TOrqkVRiJE3nU4HkiSd0WqJiIiIiJ4Pt/4SnWNhGAIANE1DlmUoy/K5fkfTNJRl+czOw6fhRc/lEhEREdGbg0GV6BxaBVLDMKAoCvI8R7vdfq4OwoZhII5jFEUh5q2elSzLsLe3h93dXRRFcab3JiIiIqLzg1t/ic6Zw8ND5HkO27bhOA4uXLgASZKeuYW3LEsEQQBVVTEcDsXc1LOUJAksy0JZlkjTlM2fiIiIiOhYrKgSnSN1XSPPc3Q6HbFtV5blY0Pqai7qynK5RF3XCIJAdAw+a7ZtI01TlGUpuhUTERERET2K5Qyic2TVMXi5XKLdbj/xdXEcY7FYAAAGgwFUVYWiKEiSRMxxXQdVVTEajdZybyIiIiI6PxhUic6ZVquFVqv11NdkWQbLspDnOfI8h6qqaLVa0DQNqqpyyy0RERERbTRu/SV6DTWbTRRFAVVVYZqmeNw0TYZUIiIiItp4/MZKdE7keY4wDGGa5pHweRxFUdDv989oZURERERErxYrqkTnxGw2gyzLmM1mnEVKRERERK81BlWic0JRFGRZtrZGSEREREREZ4Vbf4nOiW63izRNoev6M2emEhERERGdZwyqROeELMucPUpEREREbwTuISQiIiIiIqKNwqBKREREREREG4Vbf4neIEVRYLFYQFEUOI7Ds65EREREtJFYUSXacHVdY7lcYrlcPjaWJs9z7O/v4/DwEFVVPfNaQRBAVVXkeY40TU9ryUREREREL4VBlWjDRVGENE2RpimiKBKPZ1mG6XQK0zQhSRKSJHnmtXRdRxzHKMsSqsoNFURERES0mfhNlWjDKYqCsiwBQMxQXYXUPM+xXC7RarVgGMYzr2XbNnRdhyzLnMdKRERERBuLQZVow60qpgBEGK2qCrIso9FooN1uw3Gc574eK6lEREREtOn4jZXoHHi0WmqaJoqiQFVVaLVaa1oVEREREdHpYFAlOqeazea6l0BEREREdCp4SI2IiIiIiIg2CiuqROdcWZaIogiGYUDX9VO7x2QyQVVV6Pf70DTtVO5DRERERASwokp07s3ncxRFgel0+lyzVF9EkiRQVRWWZSGO41O5BxERERHRCoMq0WugrutTvf6qeVMcx7As61TvRURERETErb9E51y320UURWg2m6c2G1VRFIxGo1O5NhERERHRoxhUic45WZbZAZiIiIiIXivc+ktEREREREQbhUGViIiIiIiINgqDKhEREREREW0UBlWi11QURWJ0DRERERHRecKgSvQaKssSvu9DkiQsFot1L4eIiIiI6EQYVInOMd/3MZvNUJblkcclSQIAZFkGRVHWsTQiIiIiohfGoEp0TiVJgjRNIUkSlsvlkedkWcZwOESr1YLjOGtaIRERERHRi+EcVaJzSlVVlGWJqqqOnaOqKAqrqURERER0LjGoEp1TqqpiOByiqipomvbU15ZlicPDQ9R1jX6//8zXExERERGtE4Mq0Tn2vFXTJEmgaRoURUEcxwyqRERERLTReEaV6A1gmiaKokCSJLAsa93LISIiIiJ6KlZUid4AiqJgNBqtexlERERERM+FFVUiIiIiIiLaKAyqRK+ZIAiOna1KRERERHReMKgSvUayLEMYhpBlGb7vr3s5REREREQvhEGV6DWiKArqukaaplBVHkEnIiIiovOJ32SJXiOKomA4HKIsS+i6vu7lEBERERG9EAZVonMiDEOkaYpms/nUEPq8s1WJiIiIiDYVt/4SnQNlWWK5XELTNJ49JSIiIqLXHoMq0TkgyzIkSUIcxzx7SkRERESvPX7jJToHJEnCcDhEURQ8e0pERERErz1WVInOCVmWGVKJiIiI6I3AoEpEREREREQbhUGViIiIiIiINgqDKhEREREREW0UBlUiIiIiIiLaKGfe9dd13fcAfBXA2PO85KzvT0RERERERJvtTIOq67ptAH8FQHrM0woA7O7unuWSiIjoNfXQ/0+Uda6DiIiITu7MgqrruhKAvwngFwD83WNesg0AP/qjP3pWSyIiojfDNoCP170IIiIien6nElRd1/1JAD/9yMM3Afym53m/77rucb/2AYA/DuAegPI01kVERG8UBfdD6gfrXggRERGdjFTX9ZncyHXdjwDcfvDj9wH4/zzP+/4zuTkRERERERGdG2cWVB/muu4nAN5jMyUiIiIiIiJ6FMfTEBERERER0UZZS0X1SVzXbQD4DQBdABmAH/M87856V7U+rus6AH4dQBuADuBnPM/7p+td1Xq5rvunAPy7nuf96XWvZR1c15UB/AqAfx73u2f/Wc/zPlrvqtbLdd3vBfBfe573g+teyzq5rqsB+FUAVwEYAP6y53l/b62LWiPXdRUA/z0AF0AN4D/1PO/D9a6KiIiIntemVVT/HIB/9uDs6q8D+Nk1r2fdfgbAP/A87wcA/DiAv77e5ayX67q/DOCXsHn/3J6lPwnA9DzvXwLwF3F/3NMby3XdnwXwPwAw172WLAuE5QAABP5JREFUDfAfAZh4nvfHAfwIgP92zetZt38LADzP+1cA/BcAfnG9yyEiIqKT2Kgv/J7n/TV858vEZQDzNS5nE/xVAP/dg79XAbzpZ3q/AuA/W/ci1uyPAfi/AMDzvN8B8C+udzlr9zGAL617ERvitwD8pQd/LwEo1riWtfM87+8A+E8e/HgF/P8JERHRuXJmc1Qf9YQRNj/hed4Hruv+QwDvA/jhs1/Zejzj89jC/QrzT539ys7eUz6Lv+W67g+uYUmbpA1g8dDPpeu6qud5b2Qo8Tzvf3Nd9+q617EJPM8LAMB13RaA/xX3q4hvNM/zCtd1fw3AnwLw76x7PURERPT81hZUPc/7MoAvP+G5H3Jd9z0Afx/A22e6sDV50ufhuu77AH4TwF/wPO+3z3xha/C0fzYIPoDWQz/Lb2pIpce5rnsJwN8G8Cue5/3GutezCTzP+zHXdX8OwFdd1/2c53nhutdEREREz7ZRW39d1/1513X/zIMfAwDlOtezbq7rfg73t/P9ac/z/s91r4c2wj8B8G8AgOu63wfgG+tdDm0K13XHAP4fAD/ned6vrns96+a67p9xXffnH/wYAage/EVERETnwNoqqk/wqwB+7cHWTwXAT6x5Pev2S7jfJOaXXdcFgIXneX9ivUuiNfvbAH7Ydd2v4P45xDf93xH6jl/A/Y7pf8l13dVZ1X/d87x4jWtap/8dwP/ouu4/AqAB+Kk3+LMgIiI6dzZqPA0RERERERHRRm39JSIiIiIiImJQJSIiIiIioo3CoEpEREREREQbhUGViIiIiIiINgqDKhEREREREW2UTRtPQ/TacV33xwG853neXzzh7/1rAP4ygBzAPoD/2PO86JHrTj3P+3uvYI2fPFhj8rLXIiIiIiJ6WayoEm2uXwHwJz3P+34A3wbwZx9+0vO8/+lVhFQiIiIiok3DiirRGXJd988D+A8AFAD+ked5P+e67gDAbwAwAHgAfsjzvHcA/KDneXsPflUFkDxyrf8KwC6AbwL4OQAZgGsAftPzvF90XfdLDx7PAdx9cN//EsCu53l/w3Xd9wD8Dc/zfvAU3zIRERER0Ymxokp0RlzXfR/AvwfgX37w17uu6/6bAP5zAH/H87wfAPBbePAHSJ7n3Xvwe18C8K8C+J+fcvkrAP5tAN8H4GcfPPYfAvhvPM/7YwD+DwDtV/2eiIiIiIhOA4Mq0dl5D8DveJ6Xe55XA/jHAP45AJ8F8JUHr/nHD/+C67o/DeDPA/iRZ5wf/YbneYXneSGA+MFjPwPgh1zX/W3cD8bVI78jvdS7ISIiIiI6JQyqRGfnm/9/O/ePC1EUhmH8mbAHsYK316BAIlPpNJagtAAKdqHTqEylmMQGaAgNzaexADo6klHcEc0kQsbcWzy/8tyT86f8znvOBZaTzCfpAevAI/AArI77rHx1TnIArAH9qnr5YezRhLZd4Gic1PaAbZrrw4vj70t/3YgkSZL0n3yjKs1IVd0nGQBXNIdEl8A5TYp6mmSH5i3pe5IF4BC4Ay6SAJxV1fEvprwGhklegTe+r/8OkmwAt9PZmSRJkjRdvdFoUhAjaVaSbAHPVXWTpA/sV9Vm2+uSJEmS2mKiKrXvCThJ8gHMAXstr0eSJElqlYmqJEmSJKlT/JmSJEmSJKlTLFQlSZIkSZ1ioSpJkiRJ6hQLVUmSJElSp1ioSpIkSZI65RPQhZWXYw6ndwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa89cf04c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gs = plt.GridSpec(nrows=2, ncols=2)\n",
    "plt.figure(figsize=(8*2, 8*2))\n",
    "\n",
    "for i, cond in enumerate(conditions):\n",
    "    plt.subplot(gs[i])\n",
    "    plt.scatter(\n",
    "        insul[cond][f'log2_insulation_score_{window_bp}'].values,\n",
    "        np.log10(insul[cond][f'boundary_strength_{window_bp}']).values,\n",
    "        s=4,\n",
    "        edgecolor='k',\n",
    "        facecolor='none',\n",
    "        alpha=0.1\n",
    "    )\n",
    "    plt.title(long_names[cond])\n",
    "    plt.xlabel('log2 insul')\n",
    "    plt.ylabel('log10 peak prom')\n",
    "    \n",
    "    plt.xlim(-3, 3)\n",
    "    plt.ylim(-4, 1.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-08T02:25:34.773456Z",
     "start_time": "2018-05-08T02:25:32.376313Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa8994ef3c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa89cd4ab38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gs = GridSpec(nrows=2, ncols=2)\n",
    "\n",
    "for i, (condx, condy) in enumerate([('WT', 'T'), ('WT', 'dN')]):\n",
    "    \n",
    "    plt.figure(figsize=(2 * 6, 2 * 6))\n",
    "\n",
    "    score = f'log2_insulation_score_{window_bp}'\n",
    "    plt.subplot(gs[i, 0])\n",
    "    plt.hexbin(\n",
    "        insul[condx][score],\n",
    "        insul[condy][score],\n",
    "        extent=(-2, 2, -2, 2),\n",
    "        vmin=0,\n",
    "        vmax=150,\n",
    "        cmap=sns.blend_palette(['w', 'orange', 'r', 'k'], as_cmap=True),\n",
    "        alpha=0.6,\n",
    "        rasterized=True\n",
    "    )\n",
    "    plt.plot([-2, 2], [-2, 2], c='b', ls='--', lw=0.5)\n",
    "    plt.axvline(0, c='b', lw=0.5, ls='--')\n",
    "    plt.axhline(0, c='b', lw=0.5, ls='--')\n",
    "    plt.gca().set_aspect(1)\n",
    "    plt.colorbar(shrink=0.8)\n",
    "    plt.xlabel(long_names[condx])\n",
    "    plt.ylabel(long_names[condy])\n",
    "    plt.title(score)\n",
    "\n",
    "\n",
    "    score = f'directionality_index_{window_bp}'\n",
    "    plt.subplot(gs[i, 1])\n",
    "    plt.hexbin(\n",
    "        direc[condx][score],\n",
    "        direc[condy][score],\n",
    "        extent=(-0.25, 0.25, -0.25, 0.25),\n",
    "        vmin=0,\n",
    "        vmax=15,\n",
    "        cmap=sns.blend_palette(['w', 'orange', 'r', 'k'], as_cmap=True),\n",
    "        alpha=0.6,\n",
    "        rasterized=True\n",
    "    )\n",
    "    plt.plot([-0.25, 0.25], [-0.25, 0.25], c='b', ls='--', lw=0.5)\n",
    "    plt.axvline(0, c='b', lw=0.5, ls='--')\n",
    "    plt.axhline(0, c='b', lw=0.5, ls='--')\n",
    "    plt.gca().set_aspect(1)\n",
    "    plt.colorbar(shrink=0.8)\n",
    "    plt.xlabel(long_names[condx])\n",
    "    plt.ylabel(long_names[condy])\n",
    "    plt.title(score)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-08T02:25:34.793195Z",
     "start_time": "2018-05-08T02:25:34.775147Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3457, 3537, 3968)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "peaks = {}\n",
    "pscore = f'boundary_strength_{window_bp}'\n",
    "cols = ['chrom', 'start', 'end', pscore]\n",
    "for cond in conditions:\n",
    "    peaks[cond] = (\n",
    "        insul[cond].dropna(subset=[pscore])[cols]\n",
    "                   .sort_values(pscore, ascending=False) # peaks!\n",
    "    )\n",
    "wt_peaks = peaks['WT']\n",
    "len(peaks['WT']), len(peaks['T']), len(peaks['dN'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-08T02:25:41.701343Z",
     "start_time": "2018-05-08T02:25:35.022464Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa89ce037b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stacks = {}\n",
    "nbins = 2000\n",
    "for i, cond in enumerate(conditions):\n",
    "    mids = (wt_peaks['start'] + wt_peaks['end']) // 2\n",
    "    flank = 1000000\n",
    "    bwfile = f'data/{long_names[cond]}.100kb.insul_score_500000.bw'\n",
    "    #bwfile = f'data/{long_names[cond]}.100kb.direc_ratio_500000.bw'\n",
    "    #bwfile = f'data/{long_names[cond]}.100kb.eigs.cis.vecs.E1.bw'\n",
    "    stacks[cond] = bbi.stackup(bwfile, wt_peaks['chrom'], mids - flank, mids + flank, bins=nbins)\n",
    "\n",
    "    \n",
    "gs = GridSpec(nrows=3, ncols=len(conditions), \n",
    "              height_ratios=[15, 2, 0.5], \n",
    "              hspace=0)\n",
    "\n",
    "plt.figure(figsize=(3*len(conditions), 10))\n",
    "\n",
    "X = stacks['WT']\n",
    "idx = np.argsort(X[:, X.shape[1]//2])\n",
    "x = np.linspace(-flank/1e6, flank/1e6, nbins)\n",
    "cmap = plt.cm.get_cmap('coolwarm')\n",
    "cmap.set_bad('#777777')\n",
    "im_opts = dict(\n",
    "    vmin=-0.5, \n",
    "    vmax=0.5,\n",
    "    extent=[-flank/1e6, flank/1e6, len(wt_peaks), 0],\n",
    "    cmap=cmap\n",
    ")\n",
    "\n",
    "for i, name in enumerate(stacks):\n",
    "    # heatmap\n",
    "    ax = ax1 = plt.subplot(gs[0, i])\n",
    "    X = stacks[name]\n",
    "    img = ax.matshow(X[idx, :], **im_opts, rasterized=True)\n",
    "    ax.axvline(0, c='grey', lw=0.5)\n",
    "    ax.grid('off')\n",
    "    ax.set_aspect('auto')\n",
    "    ax.set_title(long_names[name])\n",
    "    if i > 0:\n",
    "        ax.yaxis.set_visible(False)\n",
    "    \n",
    "    # summary\n",
    "    ax = plt.subplot(gs[1, i], sharex=ax1)    \n",
    "    ax.axhline(0, c='#777777', lw=1, ls='--')\n",
    "    ax.plot(x, np.nanmean(stacks[name], axis=0), c='k', lw=2)\n",
    "    ax.set_xlim(-flank/1e6, flank/1e6)\n",
    "    ax.xaxis.set_visible(False)\n",
    "    ax.set_ylim(-0.5, 0.5)\n",
    "    if i > 0:\n",
    "        ax.yaxis.set_visible(False)\n",
    "    \n",
    "    # color bar\n",
    "    cax = plt.subplot(gs[2, i])\n",
    "    cb = plt.colorbar(img, cax=cax, orientation='horizontal')\n",
    "    cb.locator = mpl.ticker.MaxNLocator(nbins=3)\n",
    "    cb.update_ticks()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-05-08T02:25:48.341972Z",
     "start_time": "2018-05-08T02:25:41.702901Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa89cb32710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stacks = {}\n",
    "nbins = 2000\n",
    "for i, cond in enumerate(conditions):\n",
    "    mids = (wt_peaks['start'] + wt_peaks['end']) // 2\n",
    "    flank = 1000000\n",
    "    bwfile = f'data/{long_names[cond]}.100kb.direc_ratio_500000.bw'\n",
    "    stacks[cond] = bbi.stackup(bwfile, wt_peaks['chrom'], mids - flank, mids + flank, bins=nbins)\n",
    "\n",
    "    \n",
    "gs = GridSpec(nrows=3, ncols=len(conditions), \n",
    "              height_ratios=[15, 2, 0.5], \n",
    "              hspace=0)\n",
    "\n",
    "plt.figure(figsize=(3*len(conditions), 10))\n",
    "\n",
    "X = stacks['WT']\n",
    "idx = np.argsort(X[:, X.shape[1]//2])\n",
    "x = np.linspace(-flank/1e6, flank/1e6, nbins)\n",
    "cmap = plt.cm.get_cmap('coolwarm')\n",
    "cmap.set_bad('#777777')\n",
    "im_opts = dict(\n",
    "    vmin=-0.5, \n",
    "    vmax=0.5,\n",
    "    extent=[-flank/1e6, flank/1e6, len(wt_peaks), 0],\n",
    "    cmap=cmap\n",
    ")\n",
    "\n",
    "for i, name in enumerate(stacks):\n",
    "    # heatmap\n",
    "    ax = ax1 = plt.subplot(gs[0, i])\n",
    "    X = stacks[name]\n",
    "    img = ax.matshow(X[idx, :], **im_opts, rasterized=True)\n",
    "    ax.axvline(0, c='grey', lw=0.5)\n",
    "    ax.grid('off')\n",
    "    ax.set_aspect('auto')\n",
    "    ax.set_title(long_names[name])\n",
    "    if i > 0:\n",
    "        ax.yaxis.set_visible(False)\n",
    "    \n",
    "    # summary\n",
    "    ax = plt.subplot(gs[1, i], sharex=ax1)    \n",
    "    ax.axhline(0, c='#777777', lw=1, ls='--')\n",
    "    ax.plot(x, np.nanmean(stacks[name], axis=0), c='k', lw=2)\n",
    "    ax.set_xlim(-flank/1e6, flank/1e6)\n",
    "    ax.xaxis.set_visible(False)\n",
    "    ax.set_ylim(-0.5, 0.5)\n",
    "    if i > 0:\n",
    "        ax.yaxis.set_visible(False)\n",
    "    \n",
    "    # color bar\n",
    "    cax = plt.subplot(gs[2, i])\n",
    "    cb = plt.colorbar(img, cax=cax, orientation='horizontal')\n",
    "    cb.locator = mpl.ticker.MaxNLocator(nbins=3)\n",
    "    cb.update_ticks()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": "block",
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
